1.0beta6
Check for updates
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
DataFrame
NO COMPARISON TARGET
942932
ROWS
880
DUPLICATES
1.3 GB
RAM
80
FEATURES
27
CATEGORICAL
51
NUMERICAL
2
TEXT
yy_pct_change
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
508,125
(54%)
MAX
1.00
95%
0.17
Q3
0.10
MEDIAN
0.10
AVG
0.08
Q1
0.03
5%
0.00
MIN
-0.87
RANGE
1.87
IQR
0.070
STD
0.085
VAR
0.007
KURT.
23.8
SKEW
2.95
SUM
73,354
1
dscr
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
7
(0%)
2
date_erected
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
146
(0%)
MAX
2,014
95%
2,011
Q3
2,002
MEDIAN
1,982
AVG
1,981
Q1
1,965
5%
1,943
MIN
1,830
RANGE
184
IQR
37.0
STD
22.0
VAR
486
KURT.
-0.602
SKEW
-0.450
SUM
1.9B
3
yr_remodel
VALUES:
83,740
(9%)
MISSING:
859,192
(91%)
DISTINCT:
74
(0%)
MAX
2,014.0
95%
2,013.0
Q3
2,010.0
MEDIAN
2,001.0
AVG
1,998.6
Q1
1,990.0
5%
1,975.0
MIN
1,933.0
RANGE
81.0
IQR
20.0
STD
12.8
VAR
164
KURT.
-0.137
SKEW
-0.822
SUM
167.4M
4
im_sq_ft
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
8,181
(1%)
MAX
26,401
95%
3,856
Q3
2,531
AVG
2,105
MEDIAN
1,897
Q1
1,458
5%
1,007
MIN
120
RANGE
26,281
IQR
1,073
STD
955
VAR
912k
KURT.
10.2
SKEW
2.02
SUM
2.0B
5
act_ar
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
10,160
(1%)
MAX
37,123
95%
4,739
Q3
3,071
AVG
2,612
MEDIAN
2,407
Q1
1,890
5%
1,191
MIN
144
RANGE
36,979
IQR
1,181
STD
1,182
VAR
1.4M
KURT.
14.7
SKEW
2.33
SUM
2.5B
6
heat_ar
VALUES:
942,928
(99%)
MISSING:
4
(0%)
DISTINCT:
8,160
(1%)
MAX
26,401
95%
3,849
Q3
2,525
AVG
2,102
MEDIAN
1,896
Q1
1,458
5%
1,007
MIN
120
RANGE
26,281
IQR
1,067
STD
952
VAR
906k
KURT.
10.3
SKEW
2.02
SUM
2.0B
7
gross_ar
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
10,140
(1%)
MAX
37,123
95%
4,733
Q3
3,066
AVG
2,609
MEDIAN
2,406
Q1
1,889
5%
1,191
MIN
120
RANGE
37,003
IQR
1,177
STD
1,179
VAR
1.4M
KURT.
14.5
SKEW
2.32
SUM
2.5B
8
eff_ar
VALUES:
942,931
(99%)
MISSING:
1
(0%)
DISTINCT:
8,497
(1%)
MAX
27,753
95%
3,970
Q3
2,614
AVG
2,221
MEDIAN
2,043
Q1
1,603
5%
1,086
MIN
144
RANGE
27,609
IQR
1,011
STD
959
VAR
920k
KURT.
11.6
SKEW
2.13
SUM
2.1B
9
perimeter
VALUES:
941,763
(99%)
MISSING:
1,169
(0%)
DISTINCT:
1,138
(0%)
MAX
1,937
95%
478
Q3
328
AVG
269
MEDIAN
234
Q1
192
5%
144
MIN
52
RANGE
1,885
IQR
136
STD
111
VAR
12,264
KURT.
4.74
SKEW
1.60
SUM
253.4M
10
fireplace_masonry_firebrick
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
8
(0%)
11
fireplace_metal_prefab
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
9
(0%)
12
fixtures_addl
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
30
(0%)
MAX
34.0
95%
4.0
Q3
2.0
AVG
1.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
34.0
IQR
2.00
STD
1.60
VAR
2.55
KURT.
3.96
SKEW
1.44
SUM
1.2M
13
fixtures_total
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
58
(0%)
MAX
63.0
95%
17.0
Q3
12.0
AVG
10.1
MEDIAN
9.0
Q1
8.0
5%
5.0
MIN
0.0
RANGE
63.0
IQR
4.00
STD
3.86
VAR
14.9
KURT.
3.38
SKEW
1.25
SUM
9.5M
14
room_bedroom
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
12
(0%)
MAX
14.0
95%
4.0
Q3
4.0
AVG
3.3
MEDIAN
3.0
Q1
3.0
5%
2.0
MIN
0.0
RANGE
14.0
IQR
1.00
STD
0.737
VAR
0.544
KURT.
1.25
SKEW
0.395
SUM
3.1M
15
room_full_bath
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
12
(0%)
MAX
11.0
95%
3.0
Q3
2.0
MEDIAN
2.0
AVG
2.0
Q1
2.0
5%
1.0
MIN
0.0
RANGE
11.0
IQR
0.00
STD
0.690
VAR
0.476
KURT.
4.76
SKEW
1.17
SUM
1.9M
16
room_half_bath
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
8
(0%)
17
room_rec
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
14
(0%)
MAX
13.0
95%
2.0
Q3
1.0
AVG
0.5
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
13.0
IQR
1.00
STD
0.655
VAR
0.429
KURT.
4.17
SKEW
1.60
SUM
433k
18
room_total
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
25
(0%)
MAX
24.0
95%
10.0
Q3
8.0
AVG
6.8
MEDIAN
6.0
Q1
6.0
5%
5.0
MIN
0.0
RANGE
24.0
IQR
2.00
STD
1.57
VAR
2.46
KURT.
1.58
SKEW
0.812
SUM
6.4M
19
story_height_index
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
9
(0%)
20
zip_code
VALUES:
942,895
(99%)
MISSING:
37
(0%)
DISTINCT:
140
(0%)
MAX
77,598
95%
77,532
Q3
77,389
AVG
77,204
MEDIAN
77,085
Q1
77,045
5%
77,011
MIN
77,002
RANGE
596
IQR
344
STD
195
VAR
37,887
KURT.
-1.37
SKEW
0.584
SUM
72.8B
21
school_dist
VALUES:
942,879
(99%)
MISSING:
53
(0%)
DISTINCT:
26
(0%)
22
neighborhood_code
VALUES:
942,931
(99%)
MISSING:
1
(0%)
DISTINCT:
5,917
(1%)
4,274
0%
-
-
M/R
1,948
0%
-
-
OAK MEADOWS
1,718
0%
-
-
RED BLUFF TERRACE SEC 1-7
1,575
0%
-
-
HOUSTON HEIGHTS
1,536
0%
-
-
BEAR CREEK VLG 2,3,4,6/OTHERS
1,492
0%
-
-
SHARPSTOWN #2,5
1,488
0%
-
-
NORTHWEST PARK 1,2,3,4,5,6
928,900
99%
-
-
(Other)
23
market_area_1_dscr
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
83
(0%)
24
market_area_2_dscr
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
72
(0%)
25
center_code
VALUES:
942,557
(99%)
MISSING:
375
(0%)
DISTINCT:
28
(0%)
26
bld_ar
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
8,169
(1%)
MAX
26,401
95%
3,854
Q3
2,528
AVG
2,106
MEDIAN
1,900
Q1
1,461
5%
1,008
MIN
120
RANGE
26,281
IQR
1,067
STD
953
VAR
909k
KURT.
10.7
SKEW
2.04
SUM
2.0B
27
land_ar
VALUES:
941,953
(99%)
MISSING:
979
(0%)
DISTINCT:
36,797
(4%)
MAX
4.5B
95%
0.0B
Q3
0.0B
AVG
0.0B
MEDIAN
0.0B
Q1
0.0B
5%
0.0B
MIN
0.0B
RANGE
4.5B
IQR
3,252
STD
4.9M
VAR
23.8T
KURT.
800k
SKEW
872
SUM
15.7B
28
acreage
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
16,497
(2%)
MAX
104k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
104k
IQR
0.075
STD
112
VAR
12,549
KURT.
801k
SKEW
872
SUM
360k
29
land_val
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
126,324
(13%)
MAX
14.6M
95%
0.3M
Q3
0.0M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
14.6M
IQR
28,008
STD
176k
VAR
31.1B
KURT.
294
SKEW
10.7
SUM
70.7B
30
prior_land_val
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
124,722
(13%)
MAX
14.6M
95%
0.3M
Q3
0.0M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
14.6M
IQR
27,264
STD
171k
VAR
29.2B
KURT.
306
SKEW
10.8
SUM
67.9B
31
prior_tot_appr_val
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
321,904
(34%)
MAX
15.7M
95%
0.6M
Q3
0.2M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.0M
MIN
0.0M
RANGE
15.7M
IQR
125k
STD
264k
VAR
69.7B
KURT.
164
SKEW
8.45
SUM
192.3B
32
new_own_dt
VALUES:
942,924
(99%)
MISSING:
8
(0%)
DISTINCT:
11,307
(1%)
60,123
6%
-
-
1988-01-02 00:00:00
2,299
0%
-
-
1988-01-01 00:00:00
1,461
0%
-
-
2004-01-01 00:00:00
1,438
0%
-
-
2003-01-01 00:00:00
1,003
0%
-
-
2001-01-01 00:00:00
981
0%
-
-
2015-01-01 00:00:00
974
0%
-
-
2000-01-01 00:00:00
874,645
93%
-
-
(Other)
33
basic_outdoor_kitchen_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
20
(0%)
MAX
256
95%
0
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
256
IQR
0.00
STD
0.499
VAR
0.249
KURT.
213k
SKEW
449
SUM
2,800
34
brick_or_stone_detached_garage_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
617
(0%)
MAX
11,086
95%
0
Q3
0
AVG
20
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
11,086
IQR
0.00
STD
117
VAR
13,592
KURT.
295
SKEW
9.55
SUM
8.3M
35
canopy_residential_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
1,288
(0%)
MAX
15,450
95%
320
Q3
0
AVG
52
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,450
IQR
0.00
STD
147
VAR
21,545
KURT.
529
SKEW
11.0
SUM
22.4M
36
carport_residential_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
1,208
(0%)
MAX
19,000
95%
450
Q3
0
AVG
72
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
19,000
IQR
0.00
STD
186
VAR
34,440
KURT.
319
SKEW
6.90
SUM
30.6M
37
cracked_slab_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
2,393
(0%)
MAX
9,153
95%
0
Q3
0
AVG
59
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
9,153
IQR
0.00
STD
316
VAR
100k
KURT.
42.1
SKEW
6.01
SUM
25.1M
38
custom_outdoor_kitchen_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
8
(0%)
39
foundation_repaired_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
2,538
(0%)
MAX
8,952
95%
0
Q3
0
AVG
74
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
8,952
IQR
0.00
STD
374
VAR
140k
KURT.
31.7
SKEW
5.43
SUM
31.5M
40
frame_detached_garage_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
1,043
(0%)
MAX
10,406
95%
660
Q3
462
AVG
214
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
10,406
IQR
462
STD
274
VAR
74,972
KURT.
7.91
SKEW
1.28
SUM
91.3M
41
frame_detached_garage_w_living_area_abov_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
427
(0%)
MAX
2,920
95%
0
Q3
0
AVG
10
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,920
IQR
0.00
STD
79.5
VAR
6,328
KURT.
124
SKEW
9.82
SUM
4.1M
42
frame_utility_shed_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
1,020
(0%)
MAX
7,168
95%
240
Q3
0
AVG
43
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
7,168
IQR
0.00
STD
116
VAR
13,392
KURT.
178
SKEW
7.56
SUM
18.3M
43
gunite_pool_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
876
(0%)
MAX
14,400
95%
576
Q3
0
AVG
108
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
14,400
IQR
0.00
STD
226
VAR
51,135
KURT.
42.8
SKEW
2.61
SUM
46.0M
44
metal_utility_shed_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
750
(0%)
MAX
16,344
95%
0
Q3
0
AVG
12
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
16,344
IQR
0.00
STD
110
VAR
12,040
KURT.
3,095
SKEW
37.2
SUM
5.1M
45
pool_spa_with_heater_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
30
(0%)
MAX
5.00
95%
1.00
Q3
0.00
AVG
0.09
MEDIAN
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
5.00
IQR
0.00
STD
0.282
VAR
0.080
KURT.
7.28
SKEW
2.98
SUM
36,986
46
reinforced_concrete_pool_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
313
(0%)
MAX
2,652
95%
0
Q3
0
AVG
5
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,652
IQR
0.00
STD
51.0
VAR
2,602
KURT.
195
SKEW
12.8
SUM
1.9M
47
residential_other_gross_value_uts
VALUES:
427,126
(45%)
MISSING:
515,806
(55%)
DISTINCT:
986
(0%)
MAX
334
95%
0
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
334
IQR
0.00
STD
1.09
VAR
1.19
KURT.
21,166
SKEW
83.0
SUM
46,354
48
basic_outdoor_kitchen_grade
VALUES:
2,150
(0%)
MISSING:
940,782
(99%)
DISTINCT:
5
(0%)
49
brick_or_stone_detached_garage_grade
VALUES:
13,680
(1%)
MISSING:
929,252
(99%)
DISTINCT:
9
(0%)
50
canopy_residential_grade
VALUES:
80,402
(9%)
MISSING:
862,530
(91%)
DISTINCT:
25
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.51
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.570
VAR
0.325
KURT.
1.60
SKEW
-0.513
SUM
363k
51
carport_residential_grade
VALUES:
72,712
(8%)
MISSING:
870,220
(92%)
DISTINCT:
18
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.69
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.539
VAR
0.291
KURT.
1.09
SKEW
-0.808
SUM
341k
52
cracked_slab_grade
VALUES:
16,074
(2%)
MISSING:
926,858
(98%)
DISTINCT:
4
(0%)
53
custom_outdoor_kitchen_grade
VALUES:
4,102
(0%)
MISSING:
938,830
(99%)
DISTINCT:
7
(0%)
54
foundation_repaired_grade
VALUES:
17,459
(2%)
MISSING:
925,473
(98%)
DISTINCT:
4
(0%)
55
frame_detached_garage_grade
VALUES:
179,715
(19%)
MISSING:
763,217
(81%)
DISTINCT:
15
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.55
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.552
VAR
0.304
KURT.
-0.142
SKEW
-0.392
SUM
817k
56
frame_detached_garage_w_living_area_abov_grade
VALUES:
6,978
(1%)
MISSING:
935,954
(99%)
DISTINCT:
9
(0%)
57
frame_utility_shed_grade
VALUES:
87,412
(9%)
MISSING:
855,520
(91%)
DISTINCT:
25
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
4.67
AVG
4.49
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.594
VAR
0.353
KURT.
1.29
SKEW
-0.479
SUM
393k
58
gunite_pool_grade
VALUES:
87,423
(9%)
MISSING:
855,509
(91%)
DISTINCT:
8
(0%)
59
metal_utility_shed_grade
VALUES:
18,268
(2%)
MISSING:
924,664
(98%)
DISTINCT:
17
(0%)
MAX
6.00
95%
5.00
Q3
5.00
MEDIAN
5.00
AVG
4.63
Q1
4.00
5%
4.00
MIN
1.00
RANGE
5.00
IQR
1.00
STD
0.577
VAR
0.333
KURT.
0.884
SKEW
-0.539
SUM
84,583
60
pool_spa_with_heater_grade
VALUES:
36,912
(4%)
MISSING:
906,020
(96%)
DISTINCT:
6
(0%)
61
reinforced_concrete_pool_grade
VALUES:
3,712
(0%)
MISSING:
939,220
(99%)
DISTINCT:
6
(0%)
62
residential_other_gross_value_grade
VALUES:
14,497
(2%)
MISSING:
928,435
(98%)
DISTINCT:
10
(0%)
63
base_area_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
5,464
(1%)
MAX
13,451
95%
2,547
Q3
1,816
AVG
1,492
MEDIAN
1,415
Q1
1,064
5%
695
MIN
0
RANGE
13,451
IQR
752
STD
609
VAR
370k
KURT.
5.84
SKEW
1.36
SUM
1.4B
64
base_area_upr
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
4,036
(0%)
MAX
12,950
95%
1,560
Q3
877
AVG
399
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
12,950
IQR
877
STD
615
VAR
378k
KURT.
2.95
SKEW
1.52
SUM
376.3M
65
frame_garage_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
1,232
(0%)
MAX
3,120
95%
400
Q3
0
AVG
46
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
3,120
IQR
0.00
STD
137
VAR
18,799
KURT.
13.3
SKEW
3.32
SUM
43.3M
66
mas_brk_garage_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
1,371
(0%)
MAX
3,250
95%
542
Q3
440
MEDIAN
300
AVG
236
Q1
0
5%
0
MIN
0
RANGE
3,250
IQR
440
STD
233
VAR
54,218
KURT.
-0.780
SKEW
0.278
SUM
223.0M
67
mas_conc_patio_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
1,545
(0%)
MAX
4,328
95%
288
Q3
0
AVG
36
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
4,328
IQR
0.00
STD
118
VAR
13,916
KURT.
56.0
SKEW
5.32
SUM
34.1M
68
one_story_frame_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
1,815
(0%)
MAX
4,950
95%
286
Q3
0
AVG
35
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
4,950
IQR
0.00
STD
134
VAR
18,060
KURT.
50.6
SKEW
5.78
SUM
33.0M
69
one_story_frame_upr
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
1,382
(0%)
MAX
3,597
95%
320
Q3
0
AVG
31
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
3,597
IQR
0.00
STD
113
VAR
12,700
KURT.
31.6
SKEW
4.68
SUM
29.1M
70
one_story_mas_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
2,116
(0%)
MAX
5,693
95%
590
Q3
0
AVG
80
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
5,693
IQR
0.00
STD
222
VAR
49,068
KURT.
15.5
SKEW
3.51
SUM
75.2M
71
open_frame_porch_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
1,331
(0%)
MAX
3,057
95%
264
Q3
96
AVG
68
MEDIAN
33
Q1
0
5%
0
MIN
0
RANGE
3,057
IQR
96.0
STD
104
VAR
10,867
KURT.
28.0
SKEW
3.57
SUM
64.5M
72
open_mas_porch_pri
VALUES:
942,929
(99%)
MISSING:
3
(0%)
DISTINCT:
1,219
(0%)
MAX
3,500
95%
160
Q3
36
AVG
33
MEDIAN
0
Q1
0
5%
0
MIN
-63
RANGE
3,563
IQR
36.0
STD
75.1
VAR
5,639
KURT.
73.8
SKEW
5.89
SUM
30.7M
73
cond_desir_util
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
8
(0%)
74
cost_and_design
VALUES:
148,109
(16%)
MISSING:
794,823
(84%)
DISTINCT:
7
(0%)
75
exterior_wall
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
10
(0%)
76
foundation_type
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
4
(0%)
77
grade_adjustment
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
18
(0%)
78
heating_ac
VALUES:
942,931
(99%)
MISSING:
1
(0%)
DISTINCT:
4
(0%)
79
physical_condition
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
8
(0%)
80
lastest_const_year
VALUES:
942,932
(100%)
MISSING:
---
DISTINCT:
136
(0%)
MAX
2,014
95%
2,012
Q3
2,003
MEDIAN
1,985
AVG
1,985
Q1
1,971
5%
1,948
MIN
1,830
RANGE
184
IQR
32.0
STD
21.1
VAR
443
KURT.
-0.445
SKEW
-0.592
SUM
1.9B
yy_pct_change
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_addl
-0.09
fixtures_total
-0.09
prior_tot_appr_val
-0.08
heat_ar
-0.08
im_sq_ft
-0.08
bld_ar
-0.08
perimeter
-0.08
eff_ar
-0.08
gross_ar
-0.08
act_ar
-0.08
date_erected
-0.07
room_total
-0.07
room_full_bath
-0.07
gunite_pool_uts
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.19
market_area_2_dscr
0.19
grade_adjustment
0.11
school_dist
0.10
dscr
0.10
center_code
0.09
story_height_index
0.07
room_half_bath
0.05
exterior_wall
0.05
gunite_pool_grade
0.04
pool_spa_with_heater_grade
0.04
cost_and_design
0.04
fireplace_metal_prefab
0.04
physical_condition
0.03
MOST FREQUENT VALUES
0.0
140,645
14.9%
0.1
82,737
8.8%
0.09090909090909091
246
0.0%
0.07142857142857142
134
0.0%
0.03305785123966942
131
0.0%
0.05263157894736842
125
0.0%
0.05
122
0.0%
0.09999757640386805
120
0.0%
0.1111111111111111
119
0.0%
0.2
117
0.0%
0.06666666666666667
116
0.0%
0.09999316986544635
115
0.0%
0.08333333333333333
101
0.0%
0.06060606060606061
99
0.0%
0.0743801652892562
95
0.0%
SMALLEST VALUES
-0.8704470548466154
1
0.0%
-0.8693455360122027
1
0.0%
-0.8582891659017559
1
0.0%
-0.8526022283934654
1
0.0%
-0.8211206433932698
1
0.0%
-0.8164936053219431
1
0.0%
-0.8149244891915902
1
0.0%
-0.8121712997746056
1
0.0%
-0.7828793647162628
1
0.0%
-0.781307449077138
1
0.0%
-0.7799318915043614
1
0.0%
-0.7769612403100775
1
0.0%
-0.77564872962405
1
0.0%
-0.7720096424812413
1
0.0%
-0.7718499320112797
1
0.0%
LARGEST VALUES
1.0
14
0.0%
0.999737477155464
1
0.0%
0.9997069973809154
1
0.0%
0.9994888524738037
1
0.0%
0.9991989173718268
1
0.0%
0.9988578798520682
1
0.0%
0.9985807971653047
1
0.0%
0.9982972347091676
1
0.0%
0.9982297294805362
1
0.0%
0.9979314022137851
1
0.0%
0.997689419466641
1
0.0%
0.9976791405299857
1
0.0%
0.9974293059125964
1
0.0%
0.9968395788092765
1
0.0%
0.9967333333333334
1
0.0%
Associations
Showing ONLY dataset "DataFrame"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
Associations
Showing ONLY dataset "None"
• SQUARES are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row).
• CIRCLES are numerical correlations (Pearson's) from -1 to 1.
• The trivial DIAGONAL is intentionally left blank for clarity.
yy_pct_change
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_addl
-0.09
fixtures_total
-0.09
prior_tot_appr_val
-0.08
heat_ar
-0.08
im_sq_ft
-0.08
bld_ar
-0.08
perimeter
-0.08
eff_ar
-0.08
gross_ar
-0.08
act_ar
-0.08
date_erected
-0.07
room_total
-0.07
room_full_bath
-0.07
gunite_pool_uts
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.19
market_area_2_dscr
0.19
grade_adjustment
0.11
school_dist
0.10
dscr
0.10
center_code
0.09
story_height_index
0.07
room_half_bath
0.05
exterior_wall
0.05
gunite_pool_grade
0.04
pool_spa_with_heater_grade
0.04
cost_and_design
0.04
fireplace_metal_prefab
0.04
physical_condition
0.03
MOST FREQUENT VALUES
0.0
140,645
14.9%
0.1
82,737
8.8%
0.09090909090909091
246
0.0%
0.07142857142857142
134
0.0%
0.03305785123966942
131
0.0%
0.05263157894736842
125
0.0%
0.05
122
0.0%
0.09999757640386805
120
0.0%
0.1111111111111111
119
0.0%
0.2
117
0.0%
0.06666666666666667
116
0.0%
0.09999316986544635
115
0.0%
0.08333333333333333
101
0.0%
0.06060606060606061
99
0.0%
0.0743801652892562
95
0.0%
SMALLEST VALUES
-0.8704470548466154
1
0.0%
-0.8693455360122027
1
0.0%
-0.8582891659017559
1
0.0%
-0.8526022283934654
1
0.0%
-0.8211206433932698
1
0.0%
-0.8164936053219431
1
0.0%
-0.8149244891915902
1
0.0%
-0.8121712997746056
1
0.0%
-0.7828793647162628
1
0.0%
-0.781307449077138
1
0.0%
-0.7799318915043614
1
0.0%
-0.7769612403100775
1
0.0%
-0.77564872962405
1
0.0%
-0.7720096424812413
1
0.0%
-0.7718499320112797
1
0.0%
LARGEST VALUES
1.0
14
0.0%
0.999737477155464
1
0.0%
0.9997069973809154
1
0.0%
0.9994888524738037
1
0.0%
0.9991989173718268
1
0.0%
0.9988578798520682
1
0.0%
0.9985807971653047
1
0.0%
0.9982972347091676
1
0.0%
0.9982297294805362
1
0.0%
0.9979314022137851
1
0.0%
0.997689419466641
1
0.0%
0.9976791405299857
1
0.0%
0.9974293059125964
1
0.0%
0.9968395788092765
1
0.0%
0.9967333333333334
1
0.0%
dscr
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
Average
595,744
63%
0.083
Good
212,209
23%
0.067
Low
73,490
8%
0.080
Excellent
50,436
5%
0.057
Superior
7,854
1%
0.063
Very Low
3,187
0%
0.077
Poor
12
0%
0.060
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
dscr
PROVIDES INFORMATION ON...
grade_adjustment
0.48
foundation_type
0.38
custom_outdoor_kitchen_uts
0.33
heating_ac
0.30
custom_outdoor_kitchen_grade
0.29
pool_spa_with_heater_grade
0.17
gunite_pool_grade
0.16
room_half_bath
0.16
story_height_index
0.15
basic_outdoor_kitchen_grade
0.14
exterior_wall
0.11
cond_desir_util
0.08
fireplace_masonry_firebrick
0.08
fireplace_metal_prefab
0.07

THESE FEATURES GIVE INFORMATION
ON dscr:
grade_adjustment
0.93
market_area_1_dscr
0.28
market_area_2_dscr
0.28
exterior_wall
0.15
center_code
0.14
foundation_type
0.12
heating_ac
0.11
story_height_index
0.11
room_half_bath
0.11
school_dist
0.11
cond_desir_util
0.08
gunite_pool_grade
0.05
fireplace_metal_prefab
0.05
fireplace_masonry_firebrick
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
dscr
CORRELATION RATIO WITH...
eff_ar
0.77
heat_ar
0.77
im_sq_ft
0.76
bld_ar
0.76
gross_ar
0.76
act_ar
0.76
prior_tot_appr_val
0.75
fixtures_total
0.75
perimeter
0.72
room_full_bath
0.68
fixtures_addl
0.64
room_total
0.61
base_area_upr
0.56
prior_land_val
0.51
date_erected
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
lastest_const_year
0.83
fixtures_total
0.60
fixtures_addl
0.56
room_full_bath
0.52
perimeter
0.49
gross_ar
0.45
eff_ar
0.45
base_area_upr
0.45
act_ar
0.45
heat_ar
0.44
im_sq_ft
0.44
bld_ar
0.44
mas_brk_garage_pri
0.41
room_total
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.63
market_area_1_dscr
0.63
grade_adjustment
0.57
center_code
0.54
school_dist
0.53
dscr
0.51
heating_ac
0.50
foundation_type
0.50
story_height_index
0.47
cond_desir_util
0.45
exterior_wall
0.44
fireplace_metal_prefab
0.41
physical_condition
0.40
cost_and_design
0.40
MOST FREQUENT VALUES
2006
30,908
3.3%
2005
30,699
3.3%
1950
28,789
3.1%
1983
28,321
3.0%
2003
24,999
2.7%
1978
24,997
2.7%
2004
24,889
2.6%
1955
23,941
2.5%
2002
21,851
2.3%
1982
21,529
2.3%
1979
21,508
2.3%
2007
21,384
2.3%
1960
20,781
2.2%
1977
20,601
2.2%
2001
18,844
2.0%
SMALLEST VALUES
1830
1
0.0%
1840
1
0.0%
1843
1
0.0%
1849
1
0.0%
1857
1
0.0%
1860
1
0.0%
1861
1
0.0%
1865
1
0.0%
1870
2
0.0%
1871
1
0.0%
1872
1
0.0%
1873
1
0.0%
1875
2
0.0%
1877
1
0.0%
1880
11
0.0%
LARGEST VALUES
2014
14,362
1.5%
2013
15,534
1.6%
2012
13,153
1.4%
2011
9,953
1.1%
2010
10,282
1.1%
2009
10,790
1.1%
2008
13,951
1.5%
2007
21,384
2.3%
2006
30,908
3.3%
2005
30,699
3.3%
2004
24,889
2.6%
2003
24,999
2.7%
2002
21,851
2.3%
2001
18,844
2.0%
2000
16,256
1.7%
yr_remodel
MISSING:
859,192
(91%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
lastest_const_year
1.00
date_erected
0.30
fixtures_total
0.28
room_full_bath
0.27
fixtures_addl
0.24
perimeter
0.22
gross_ar
0.21
act_ar
0.21
eff_ar
0.21
heat_ar
0.20
im_sq_ft
0.20
bld_ar
0.20
room_bedroom
0.20
mas_brk_garage_pri
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cost_and_design
0.78
physical_condition
0.50
cond_desir_util
0.39
market_area_1_dscr
0.30
market_area_2_dscr
0.30
center_code
0.25
school_dist
0.25
foundation_type
0.16
fireplace_metal_prefab
0.14
exterior_wall
0.10
fireplace_masonry_firebrick
0.10
grade_adjustment
0.10
foundation_repaired_grade
0.09
story_height_index
0.08
MOST FREQUENT VALUES
2010.0
5,877
7.0%
2012.0
5,034
6.0%
2011.0
4,838
5.8%
2008.0
4,785
5.7%
2013.0
3,801
4.5%
2014.0
3,710
4.4%
2000.0
3,375
4.0%
2007.0
3,106
3.7%
2002.0
2,897
3.5%
2003.0
2,741
3.3%
2006.0
2,627
3.1%
1995.0
2,446
2.9%
2001.0
2,408
2.9%
2004.0
2,360
2.8%
1990.0
2,340
2.8%
SMALLEST VALUES
1933.0
1
0.0%
1937.0
1
0.0%
1938.0
1
0.0%
1940.0
4
0.0%
1942.0
3
0.0%
1943.0
1
0.0%
1945.0
6
0.0%
1946.0
2
0.0%
1947.0
1
0.0%
1948.0
3
0.0%
1949.0
4
0.0%
1950.0
18
0.0%
1951.0
2
0.0%
1952.0
3
0.0%
1953.0
8
0.0%
LARGEST VALUES
2014.0
3,710
4.4%
2013.0
3,801
4.5%
2012.0
5,034
6.0%
2011.0
4,838
5.8%
2010.0
5,877
7.0%
2008.0
4,785
5.7%
2007.0
3,106
3.7%
2006.0
2,627
3.1%
2004.0
2,360
2.8%
2003.0
2,741
3.3%
2002.0
2,897
3.5%
2001.0
2,408
2.9%
2000.0
3,375
4.0%
1999.0
1,885
2.3%
1998.0
1,648
2.0%
im_sq_ft
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
1.00
bld_ar
1.00
eff_ar
0.99
act_ar
0.96
gross_ar
0.96
perimeter
0.90
fixtures_total
0.85
room_total
0.79
room_full_bath
0.77
base_area_upr
0.75
prior_tot_appr_val
0.71
fixtures_addl
0.70
room_bedroom
0.67
room_rec
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
story_height_index
0.59
market_area_1_dscr
0.58
market_area_2_dscr
0.58
room_half_bath
0.57
exterior_wall
0.42
gunite_pool_grade
0.41
center_code
0.40
school_dist
0.35
fireplace_metal_prefab
0.33
heating_ac
0.32
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.32
MOST FREQUENT VALUES
1560.0
1,691
0.2%
1440.0
1,602
0.2%
1200.0
1,486
0.2%
1520.0
1,444
0.2%
1008.0
1,442
0.2%
1500.0
1,424
0.2%
1488.0
1,396
0.1%
1400.0
1,344
0.1%
1152.0
1,204
0.1%
1600.0
1,190
0.1%
1680.0
1,179
0.1%
960.0
1,176
0.1%
1176.0
1,174
0.1%
1080.0
1,159
0.1%
1620.0
1,151
0.1%
SMALLEST VALUES
120.0
1
0.0%
144.0
1
0.0%
180.0
1
0.0%
192.0
1
0.0%
200.0
2
0.0%
216.0
1
0.0%
224.0
1
0.0%
228.0
1
0.0%
240.0
3
0.0%
250.0
1
0.0%
252.0
2
0.0%
260.0
1
0.0%
264.0
4
0.0%
266.0
2
0.0%
268.0
1
0.0%
LARGEST VALUES
26401.0
1
0.0%
23562.0
1
0.0%
21104.0
1
0.0%
20513.0
1
0.0%
20157.0
1
0.0%
19465.0
1
0.0%
18198.0
1
0.0%
17764.0
1
0.0%
17331.0
1
0.0%
16995.0
1
0.0%
16904.0
1
0.0%
16616.0
1
0.0%
16347.0
1
0.0%
15716.0
1
0.0%
15395.0
1
0.0%
act_ar
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gross_ar
1.00
eff_ar
0.98
im_sq_ft
0.96
heat_ar
0.96
bld_ar
0.96
perimeter
0.89
fixtures_total
0.83
room_full_bath
0.77
room_total
0.75
prior_tot_appr_val
0.71
base_area_upr
0.70
fixtures_addl
0.68
room_bedroom
0.63
room_rec
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
market_area_1_dscr
0.57
market_area_2_dscr
0.57
room_half_bath
0.54
story_height_index
0.53
exterior_wall
0.43
gunite_pool_grade
0.41
center_code
0.41
fireplace_metal_prefab
0.35
school_dist
0.35
heating_ac
0.34
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.31
MOST FREQUENT VALUES
2100
1,385
0.1%
2000
1,325
0.1%
2360
1,322
0.1%
2160
1,220
0.1%
2400
1,152
0.1%
1950
1,142
0.1%
1920
1,121
0.1%
2200
1,086
0.1%
1960
1,060
0.1%
2040
1,045
0.1%
1800
1,010
0.1%
2340
993
0.1%
2240
923
0.1%
2080
921
0.1%
2420
913
0.1%
SMALLEST VALUES
144
1
0.0%
180
1
0.0%
192
1
0.0%
200
1
0.0%
216
1
0.0%
228
1
0.0%
240
2
0.0%
250
1
0.0%
252
1
0.0%
260
1
0.0%
264
1
0.0%
266
2
0.0%
268
1
0.0%
275
1
0.0%
276
1
0.0%
LARGEST VALUES
37123
1
0.0%
33151
1
0.0%
30746
1
0.0%
30669
1
0.0%
28436
1
0.0%
28410
1
0.0%
27330
1
0.0%
25787
1
0.0%
25170
1
0.0%
23467
1
0.0%
23049
1
0.0%
22964
1
0.0%
22938
1
0.0%
22877
1
0.0%
21665
1
0.0%
heat_ar
MISSING:
4
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
im_sq_ft
1.00
bld_ar
1.00
eff_ar
0.99
gross_ar
0.96
act_ar
0.96
perimeter
0.90
fixtures_total
0.85
room_total
0.79
room_full_bath
0.77
base_area_upr
0.76
prior_tot_appr_val
0.71
fixtures_addl
0.70
room_bedroom
0.67
room_rec
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.77
story_height_index
0.58
market_area_1_dscr
0.58
market_area_2_dscr
0.58
room_half_bath
0.57
exterior_wall
0.42
gunite_pool_grade
0.41
center_code
0.41
school_dist
0.35
fireplace_metal_prefab
0.33
heating_ac
0.32
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.32
MOST FREQUENT VALUES
1560.0
1,690
0.2%
1440.0
1,603
0.2%
1200.0
1,486
0.2%
1520.0
1,444
0.2%
1008.0
1,443
0.2%
1500.0
1,425
0.2%
1488.0
1,395
0.1%
1400.0
1,345
0.1%
1152.0
1,203
0.1%
1600.0
1,193
0.1%
960.0
1,177
0.1%
1680.0
1,175
0.1%
1176.0
1,174
0.1%
1080.0
1,159
0.1%
1540.0
1,152
0.1%
SMALLEST VALUES
120.0
1
0.0%
144.0
1
0.0%
160.0
1
0.0%
180.0
1
0.0%
192.0
1
0.0%
200.0
2
0.0%
216.0
1
0.0%
224.0
1
0.0%
228.0
1
0.0%
240.0
3
0.0%
250.0
1
0.0%
252.0
2
0.0%
260.0
1
0.0%
264.0
4
0.0%
266.0
2
0.0%
LARGEST VALUES
26401.0
1
0.0%
23562.0
1
0.0%
21104.0
1
0.0%
20513.0
1
0.0%
20157.0
1
0.0%
19465.0
1
0.0%
18198.0
1
0.0%
18040.0
1
0.0%
17404.0
1
0.0%
17331.0
1
0.0%
16904.0
1
0.0%
16616.0
1
0.0%
16347.0
1
0.0%
15395.0
1
0.0%
15346.0
1
0.0%
gross_ar
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
act_ar
1.00
eff_ar
0.98
heat_ar
0.96
im_sq_ft
0.96
bld_ar
0.96
perimeter
0.90
fixtures_total
0.83
room_full_bath
0.77
room_total
0.75
prior_tot_appr_val
0.71
base_area_upr
0.70
fixtures_addl
0.68
room_bedroom
0.63
room_rec
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
market_area_1_dscr
0.57
market_area_2_dscr
0.57
room_half_bath
0.54
story_height_index
0.53
exterior_wall
0.43
gunite_pool_grade
0.41
center_code
0.41
fireplace_metal_prefab
0.35
school_dist
0.35
heating_ac
0.34
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.31
MOST FREQUENT VALUES
2100
1,386
0.1%
2000
1,327
0.1%
2360
1,322
0.1%
2160
1,221
0.1%
2400
1,151
0.1%
1950
1,141
0.1%
1920
1,123
0.1%
2200
1,086
0.1%
1960
1,061
0.1%
2040
1,047
0.1%
1800
1,010
0.1%
2340
992
0.1%
2240
925
0.1%
2080
920
0.1%
2420
915
0.1%
SMALLEST VALUES
120
1
0.0%
144
1
0.0%
180
1
0.0%
192
1
0.0%
200
1
0.0%
216
1
0.0%
228
1
0.0%
240
2
0.0%
250
1
0.0%
252
1
0.0%
260
1
0.0%
264
1
0.0%
266
2
0.0%
268
1
0.0%
275
1
0.0%
LARGEST VALUES
37123
1
0.0%
33151
1
0.0%
30746
1
0.0%
30669
1
0.0%
28410
1
0.0%
27330
1
0.0%
25787
1
0.0%
25170
1
0.0%
23467
1
0.0%
23049
1
0.0%
22964
1
0.0%
22938
1
0.0%
22877
1
0.0%
21665
1
0.0%
21636
1
0.0%
eff_ar
MISSING:
1
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
0.99
im_sq_ft
0.99
bld_ar
0.99
gross_ar
0.98
act_ar
0.98
perimeter
0.90
fixtures_total
0.84
room_full_bath
0.78
room_total
0.78
base_area_upr
0.72
prior_tot_appr_val
0.71
fixtures_addl
0.69
room_bedroom
0.66
room_rec
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.82
dscr
0.77
market_area_1_dscr
0.59
market_area_2_dscr
0.58
room_half_bath
0.55
story_height_index
0.54
exterior_wall
0.42
gunite_pool_grade
0.42
center_code
0.41
school_dist
0.36
fireplace_metal_prefab
0.35
heating_ac
0.34
pool_spa_with_heater_grade
0.32
fireplace_masonry_firebrick
0.31
MOST FREQUENT VALUES
1787.0
796
0.1%
1700.0
761
0.1%
1792.0
738
0.1%
1715.0
732
0.1%
1669.0
722
0.1%
1764.0
684
0.1%
1678.0
682
0.1%
1675.0
679
0.1%
1332.0
673
0.1%
2004.0
662
0.1%
1852.0
660
0.1%
1838.0
660
0.1%
1848.0
658
0.1%
1828.0
656
0.1%
1862.0
655
0.1%
SMALLEST VALUES
144.0
1
0.0%
180.0
1
0.0%
192.0
2
0.0%
200.0
1
0.0%
208.0
1
0.0%
216.0
1
0.0%
228.0
1
0.0%
240.0
2
0.0%
250.0
2
0.0%
252.0
2
0.0%
260.0
2
0.0%
264.0
1
0.0%
266.0
2
0.0%
268.0
1
0.0%
269.0
1
0.0%
LARGEST VALUES
27753.0
1
0.0%
24154.0
1
0.0%
22202.0
1
0.0%
21171.0
1
0.0%
20879.0
1
0.0%
19741.0
1
0.0%
19334.0
1
0.0%
18666.0
1
0.0%
18307.0
1
0.0%
18143.0
1
0.0%
17939.0
1
0.0%
17007.0
1
0.0%
16608.0
1
0.0%
16337.0
1
0.0%
16239.0
1
0.0%
perimeter
MISSING:
1,169
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
0.90
eff_ar
0.90
im_sq_ft
0.90
bld_ar
0.90
gross_ar
0.90
act_ar
0.89
fixtures_total
0.85
base_area_upr
0.82
room_full_bath
0.74
room_total
0.74
fixtures_addl
0.70
prior_tot_appr_val
0.63
room_bedroom
0.62
room_rec
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.77
story_height_index
0.73
dscr
0.72
room_half_bath
0.62
market_area_2_dscr
0.54
market_area_1_dscr
0.54
exterior_wall
0.46
center_code
0.40
gunite_pool_grade
0.37
fireplace_metal_prefab
0.34
school_dist
0.33
heating_ac
0.32
pool_spa_with_heater_grade
0.29
cond_desir_util
0.29
MOST FREQUENT VALUES
216.0
13,528
1.4%
214.0
13,202
1.4%
212.0
12,919
1.4%
192.0
12,684
1.3%
200.0
12,445
1.3%
202.0
12,402
1.3%
208.0
12,044
1.3%
204.0
12,009
1.3%
218.0
11,997
1.3%
188.0
11,724
1.2%
190.0
11,589
1.2%
196.0
11,467
1.2%
206.0
11,446
1.2%
220.0
11,399
1.2%
210.0
11,276
1.2%
SMALLEST VALUES
52.0
1
0.0%
56.0
2
0.0%
60.0
4
0.0%
64.0
5
0.0%
66.0
3
0.0%
68.0
10
0.0%
70.0
6
0.0%
72.0
24
0.0%
74.0
4
0.0%
76.0
13
0.0%
78.0
8
0.0%
80.0
71
0.0%
82.0
13
0.0%
83.0
1
0.0%
84.0
55
0.0%
LARGEST VALUES
1937.0
1
0.0%
1934.0
1
0.0%
1759.0
1
0.0%
1744.0
2
0.0%
1650.0
2
0.0%
1608.0
1
0.0%
1598.0
1
0.0%
1580.0
1
0.0%
1578.0
1
0.0%
1558.0
1
0.0%
1553.0
1
0.0%
1532.0
1
0.0%
1531.0
1
0.0%
1499.0
1
0.0%
1486.0
1
0.0%
fireplace_masonry_firebrick
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
0.0
740,295
79%
0.077
1.0
195,283
21%
0.080
2.0
6,239
1%
0.064
3.0
910
0%
0.069
4.0
161
0%
0.078
5.0
30
0%
0.063
6.0
12
0%
0.067
7.0
2
0%
0.174
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fireplace_masonry_firebrick
PROVIDES INFORMATION ON...
fireplace_metal_prefab
0.13
reinforced_concrete_pool_grade
0.07
gunite_pool_grade
0.06
dscr
0.04
heating_ac
0.04
brick_or_stone_detached_garage_grade
0.03
cond_desir_util
0.03
custom_outdoor_kitchen_uts
0.03
residential_other_gross_value_grade
0.03
pool_spa_with_heater_grade
0.03
grade_adjustment
0.03
custom_outdoor_kitchen_grade
0.03
frame_detached_garage_w_living_area_abov_grade
0.02
market_area_1_dscr
0.02

THESE FEATURES GIVE INFORMATION
ON fireplace_masonry_firebrick:
fireplace_metal_prefab
0.16
market_area_1_dscr
0.15
market_area_2_dscr
0.15
grade_adjustment
0.10
dscr
0.08
center_code
0.06
cond_desir_util
0.06
exterior_wall
0.05
school_dist
0.04
gunite_pool_grade
0.04
heating_ac
0.03
cost_and_design
0.02
physical_condition
0.02
story_height_index
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_masonry_firebrick
CORRELATION RATIO WITH...
prior_tot_appr_val
0.38
prior_land_val
0.37
land_val
0.37
im_sq_ft
0.32
heat_ar
0.32
bld_ar
0.32
eff_ar
0.31
frame_detached_garage_grade
0.31
act_ar
0.31
gross_ar
0.31
frame_detached_garage_uts
0.30
perimeter
0.24
room_full_bath
0.24
room_total
0.24
fireplace_metal_prefab
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
0.0
611,754
65%
0.080
1.0
322,465
34%
0.075
2.0
7,387
1%
0.059
3.0
1,054
0%
0.059
4.0
209
0%
0.071
5.0
47
0%
0.038
6.0
11
0%
0.045
7.0
4
0%
0.006
8.0
1
0%
0.100
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
fireplace_metal_prefab
PROVIDES INFORMATION ON...
fireplace_masonry_firebrick
0.16
custom_outdoor_kitchen_uts
0.11
heating_ac
0.10
custom_outdoor_kitchen_grade
0.10
foundation_type
0.09
dscr
0.05
cracked_slab_grade
0.04
foundation_repaired_grade
0.04
center_code
0.03
grade_adjustment
0.03
school_dist
0.03
basic_outdoor_kitchen_grade
0.03
physical_condition
0.03
exterior_wall
0.03

THESE FEATURES GIVE INFORMATION
ON fireplace_metal_prefab:
market_area_1_dscr
0.16
market_area_2_dscr
0.16
fireplace_masonry_firebrick
0.13
center_code
0.12
school_dist
0.12
grade_adjustment
0.10
dscr
0.07
exterior_wall
0.06
heating_ac
0.06
foundation_type
0.04
cond_desir_util
0.04
story_height_index
0.03
physical_condition
0.03
cost_and_design
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_metal_prefab
CORRELATION RATIO WITH...
date_erected
0.41
fixtures_addl
0.40
fixtures_total
0.39
gross_ar
0.35
act_ar
0.35
eff_ar
0.35
lastest_const_year
0.34
perimeter
0.34
heat_ar
0.33
room_full_bath
0.33
im_sq_ft
0.33
bld_ar
0.33
prior_tot_appr_val
0.32
mas_brk_garage_pri
0.30
fixtures_addl
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_total
0.86
perimeter
0.70
heat_ar
0.70
bld_ar
0.70
im_sq_ft
0.70
eff_ar
0.69
gross_ar
0.68
act_ar
0.68
room_full_bath
0.61
room_total
0.60
base_area_upr
0.60
date_erected
0.56
lastest_const_year
0.53
prior_tot_appr_val
0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.70
dscr
0.64
market_area_1_dscr
0.54
market_area_2_dscr
0.54
story_height_index
0.53
room_half_bath
0.47
fireplace_metal_prefab
0.40
center_code
0.40
exterior_wall
0.39
school_dist
0.38
gunite_pool_grade
0.30
cost_and_design
0.29
heating_ac
0.26
pool_spa_with_heater_grade
0.25
MOST FREQUENT VALUES
0.0
490,953
52.1%
2.0
159,942
17.0%
3.0
117,101
12.4%
1.0
85,732
9.1%
4.0
57,884
6.1%
5.0
17,686
1.9%
6.0
7,766
0.8%
7.0
2,629
0.3%
8.0
1,661
0.2%
10.0
534
0.1%
9.0
525
0.1%
11.0
153
0.0%
12.0
111
0.0%
13.0
59
0.0%
15.0
53
0.0%
SMALLEST VALUES
0.0
490,953
52.1%
1.0
85,732
9.1%
2.0
159,942
17.0%
3.0
117,101
12.4%
4.0
57,884
6.1%
5.0
17,686
1.9%
6.0
7,766
0.8%
7.0
2,629
0.3%
8.0
1,661
0.2%
9.0
525
0.1%
10.0
534
0.1%
11.0
153
0.0%
12.0
111
0.0%
13.0
59
0.0%
14.0
49
0.0%
LARGEST VALUES
34.0
1
0.0%
30.0
1
0.0%
29.0
1
0.0%
26.0
2
0.0%
25.0
1
0.0%
24.0
1
0.0%
23.0
1
0.0%
22.0
2
0.0%
21.0
4
0.0%
20.0
13
0.0%
19.0
7
0.0%
18.0
14
0.0%
17.0
13
0.0%
16.0
33
0.0%
15.0
53
0.0%
fixtures_total
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
room_full_bath
0.86
fixtures_addl
0.86
perimeter
0.85
heat_ar
0.85
bld_ar
0.85
im_sq_ft
0.85
eff_ar
0.84
gross_ar
0.83
act_ar
0.83
room_total
0.74
base_area_upr
0.74
room_bedroom
0.63
prior_tot_appr_val
0.63
date_erected
0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.80
dscr
0.75
story_height_index
0.66
room_half_bath
0.63
market_area_1_dscr
0.60
market_area_2_dscr
0.60
exterior_wall
0.48
center_code
0.46
heating_ac
0.39
fireplace_metal_prefab
0.39
school_dist
0.39
gunite_pool_grade
0.36
cond_desir_util
0.33
cost_and_design
0.30
MOST FREQUENT VALUES
8.0
245,132
26.0%
5.0
131,639
14.0%
10.0
122,475
13.0%
12.0
75,398
8.0%
11.0
65,628
7.0%
13.0
62,905
6.7%
9.0
46,650
4.9%
7.0
46,638
4.9%
14.0
29,503
3.1%
16.0
28,461
3.0%
17.0
25,494
2.7%
15.0
21,664
2.3%
18.0
12,605
1.3%
19.0
7,058
0.7%
20.0
5,411
0.6%
SMALLEST VALUES
0.0
343
0.0%
1.0
9
0.0%
2.0
44
0.0%
3.0
26
0.0%
4.0
58
0.0%
5.0
131,639
14.0%
6.0
1,451
0.2%
7.0
46,638
4.9%
8.0
245,132
26.0%
9.0
46,650
4.9%
10.0
122,475
13.0%
11.0
65,628
7.0%
12.0
75,398
8.0%
13.0
62,905
6.7%
14.0
29,503
3.1%
LARGEST VALUES
63.0
1
0.0%
58.0
2
0.0%
57.0
1
0.0%
55.0
2
0.0%
54.0
2
0.0%
53.0
1
0.0%
51.0
2
0.0%
50.0
4
0.0%
49.0
1
0.0%
48.0
4
0.0%
47.0
6
0.0%
46.0
4
0.0%
45.0
9
0.0%
44.0
10
0.0%
43.0
11
0.0%
room_bedroom
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
room_total
0.76
im_sq_ft
0.67
heat_ar
0.67
bld_ar
0.67
eff_ar
0.66
act_ar
0.63
gross_ar
0.63
fixtures_total
0.63
perimeter
0.62
room_full_bath
0.60
base_area_upr
0.56
fixtures_addl
0.47
room_rec
0.42
date_erected
0.40

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.53
story_height_index
0.51
dscr
0.49
market_area_1_dscr
0.45
market_area_2_dscr
0.45
room_half_bath
0.44
center_code
0.37
school_dist
0.34
heating_ac
0.34
exterior_wall
0.31
foundation_type
0.31
cond_desir_util
0.28
gunite_pool_grade
0.26
fireplace_metal_prefab
0.20
MOST FREQUENT VALUES
3.0
511,374
54.2%
4.0
295,417
31.3%
2.0
87,430
9.3%
5.0
41,014
4.3%
6.0
3,540
0.4%
1.0
3,489
0.4%
7.0
429
0.0%
8.0
126
0.0%
0.0
56
0.0%
9.0
36
0.0%
10.0
20
0.0%
14.0
1
0.0%
SMALLEST VALUES
0.0
56
0.0%
1.0
3,489
0.4%
2.0
87,430
9.3%
3.0
511,374
54.2%
4.0
295,417
31.3%
5.0
41,014
4.3%
6.0
3,540
0.4%
7.0
429
0.0%
8.0
126
0.0%
9.0
36
0.0%
10.0
20
0.0%
14.0
1
0.0%
LARGEST VALUES
14.0
1
0.0%
10.0
20
0.0%
9.0
36
0.0%
8.0
126
0.0%
7.0
429
0.0%
6.0
3,540
0.4%
5.0
41,014
4.3%
4.0
295,417
31.3%
3.0
511,374
54.2%
2.0
87,430
9.3%
1.0
3,489
0.4%
0.0
56
0.0%
room_full_bath
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_total
0.86
eff_ar
0.78
heat_ar
0.77
bld_ar
0.77
im_sq_ft
0.77
gross_ar
0.77
act_ar
0.77
perimeter
0.74
room_total
0.65
fixtures_addl
0.61
room_bedroom
0.60
prior_tot_appr_val
0.60
base_area_upr
0.59
date_erected
0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.73
dscr
0.68
market_area_2_dscr
0.56
market_area_1_dscr
0.56
story_height_index
0.49
exterior_wall
0.46
center_code
0.44
heating_ac
0.42
school_dist
0.34
fireplace_metal_prefab
0.33
room_half_bath
0.33
gunite_pool_grade
0.33
cond_desir_util
0.33
foundation_type
0.29
MOST FREQUENT VALUES
2.0
618,693
65.6%
1.0
180,405
19.1%
3.0
117,878
12.5%
4.0
19,738
2.1%
5.0
4,493
0.5%
6.0
1,169
0.1%
7.0
321
0.0%
0.0
136
0.0%
8.0
68
0.0%
9.0
25
0.0%
10.0
5
0.0%
11.0
1
0.0%
SMALLEST VALUES
0.0
136
0.0%
1.0
180,405
19.1%
2.0
618,693
65.6%
3.0
117,878
12.5%
4.0
19,738
2.1%
5.0
4,493
0.5%
6.0
1,169
0.1%
7.0
321
0.0%
8.0
68
0.0%
9.0
25
0.0%
10.0
5
0.0%
11.0
1
0.0%
LARGEST VALUES
11.0
1
0.0%
10.0
5
0.0%
9.0
25
0.0%
8.0
68
0.0%
7.0
321
0.0%
6.0
1,169
0.1%
5.0
4,493
0.5%
4.0
19,738
2.1%
3.0
117,878
12.5%
2.0
618,693
65.6%
1.0
180,405
19.1%
0.0
136
0.0%
room_half_bath
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
0.0
557,854
59%
0.081
1.0
373,571
40%
0.073
2.0
10,521
1%
0.063
3.0
852
0%
0.060
4.0
101
0%
0.064
5.0
30
0%
0.055
6.0
2
0%
0.473
7.0
1
0%
0.025
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
room_half_bath
PROVIDES INFORMATION ON...
story_height_index
0.34
custom_outdoor_kitchen_uts
0.14
custom_outdoor_kitchen_grade
0.12
dscr
0.11
pool_spa_with_heater_grade
0.08
heating_ac
0.08
gunite_pool_grade
0.07
grade_adjustment
0.06
foundation_type
0.06
exterior_wall
0.05
basic_outdoor_kitchen_grade
0.05
frame_detached_garage_w_living_area_abov_grade
0.02
cost_and_design
0.02
cond_desir_util
0.02

THESE FEATURES GIVE INFORMATION
ON room_half_bath:
story_height_index
0.35
grade_adjustment
0.18
dscr
0.16
exterior_wall
0.10
market_area_1_dscr
0.09
market_area_2_dscr
0.09
center_code
0.05
heating_ac
0.04
school_dist
0.03
gunite_pool_grade
0.03
cond_desir_util
0.03
foundation_type
0.03
pool_spa_with_heater_grade
0.02
cost_and_design
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
room_half_bath
CORRELATION RATIO WITH...
base_area_upr
0.65
fixtures_total
0.63
perimeter
0.62
heat_ar
0.57
im_sq_ft
0.57
bld_ar
0.57
eff_ar
0.55
gross_ar
0.54
act_ar
0.54
room_total
0.52
fixtures_addl
0.47
prior_tot_appr_val
0.44
room_bedroom
0.44
room_rec
0.42
room_rec
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
room_total
0.66
heat_ar
0.62
im_sq_ft
0.62
bld_ar
0.61
eff_ar
0.61
gross_ar
0.59
act_ar
0.59
perimeter
0.59
fixtures_total
0.57
base_area_upr
0.53
fixtures_addl
0.49
room_full_bath
0.48
prior_tot_appr_val
0.43
room_bedroom
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.53
dscr
0.49
story_height_index
0.44
room_half_bath
0.42
market_area_1_dscr
0.38
market_area_2_dscr
0.38
center_code
0.27
gunite_pool_grade
0.27
exterior_wall
0.26
school_dist
0.24
pool_spa_with_heater_grade
0.21
fireplace_metal_prefab
0.21
cond_desir_util
0.18
heating_ac
0.18
MOST FREQUENT VALUES
0.0
578,107
61.3%
1.0
310,440
32.9%
2.0
42,644
4.5%
3.0
10,270
1.1%
4.0
1,104
0.1%
5.0
216
0.0%
6.0
116
0.0%
7.0
18
0.0%
8.0
9
0.0%
9.0
4
0.0%
12.0
1
0.0%
13.0
1
0.0%
11.0
1
0.0%
10.0
1
0.0%
SMALLEST VALUES
0.0
578,107
61.3%
1.0
310,440
32.9%
2.0
42,644
4.5%
3.0
10,270
1.1%
4.0
1,104
0.1%
5.0
216
0.0%
6.0
116
0.0%
7.0
18
0.0%
8.0
9
0.0%
9.0
4
0.0%
10.0
1
0.0%
11.0
1
0.0%
12.0
1
0.0%
13.0
1
0.0%
LARGEST VALUES
13.0
1
0.0%
12.0
1
0.0%
11.0
1
0.0%
10.0
1
0.0%
9.0
4
0.0%
8.0
9
0.0%
7.0
18
0.0%
6.0
116
0.0%
5.0
216
0.0%
4.0
1,104
0.1%
3.0
10,270
1.1%
2.0
42,644
4.5%
1.0
310,440
32.9%
0.0
578,107
61.3%
room_total
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
0.79
im_sq_ft
0.79
bld_ar
0.79
eff_ar
0.78
room_bedroom
0.76
gross_ar
0.75
act_ar
0.75
fixtures_total
0.74
perimeter
0.74
room_rec
0.66
room_full_bath
0.65
base_area_upr
0.65
fixtures_addl
0.60
prior_tot_appr_val
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.66
dscr
0.61
story_height_index
0.58
room_half_bath
0.52
market_area_1_dscr
0.50
market_area_2_dscr
0.50
center_code
0.37
school_dist
0.35
exterior_wall
0.35
gunite_pool_grade
0.33
heating_ac
0.32
cond_desir_util
0.29
fireplace_metal_prefab
0.26
pool_spa_with_heater_grade
0.25
MOST FREQUENT VALUES
6.0
288,706
30.6%
7.0
199,668
21.2%
5.0
154,240
16.4%
8.0
147,683
15.7%
9.0
68,655
7.3%
10.0
35,862
3.8%
4.0
27,367
2.9%
11.0
11,075
1.2%
12.0
4,457
0.5%
3.0
2,146
0.2%
13.0
1,216
0.1%
14.0
639
0.1%
2.0
360
0.0%
15.0
269
0.0%
0.0
226
0.0%
SMALLEST VALUES
0.0
226
0.0%
1.0
77
0.0%
2.0
360
0.0%
3.0
2,146
0.2%
4.0
27,367
2.9%
5.0
154,240
16.4%
6.0
288,706
30.6%
7.0
199,668
21.2%
8.0
147,683
15.7%
9.0
68,655
7.3%
10.0
35,862
3.8%
11.0
11,075
1.2%
12.0
4,457
0.5%
13.0
1,216
0.1%
14.0
639
0.1%
LARGEST VALUES
24.0
1
0.0%
23.0
1
0.0%
22.0
1
0.0%
21.0
4
0.0%
20.0
32
0.0%
19.0
25
0.0%
18.0
36
0.0%
17.0
49
0.0%
16.0
137
0.0%
15.0
269
0.0%
14.0
639
0.1%
13.0
1,216
0.1%
12.0
4,457
0.5%
11.0
11,075
1.2%
10.0
35,862
3.8%
story_height_index
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
1.0
610,335
65%
0.082
2.0
308,179
33%
0.072
3.0
16,259
2%
0.053
1.5
6,043
1%
0.075
4.0
1,880
0%
0.081
2.5
189
0%
0.069
5.0
35
0%
-0.005
3.5
6
0%
0.017
0.0
6
0%
0.096
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
story_height_index
PROVIDES INFORMATION ON...
room_half_bath
0.35
dscr
0.11
exterior_wall
0.11
heating_ac
0.09
custom_outdoor_kitchen_uts
0.09
pool_spa_with_heater_grade
0.08
custom_outdoor_kitchen_grade
0.07
grade_adjustment
0.07
gunite_pool_grade
0.06
cost_and_design
0.06
foundation_type
0.04
cracked_slab_grade
0.04
basic_outdoor_kitchen_grade
0.04
frame_detached_garage_w_living_area_abov_grade
0.04

THESE FEATURES GIVE INFORMATION
ON story_height_index:
room_half_bath
0.34
exterior_wall
0.20
grade_adjustment
0.19
market_area_2_dscr
0.17
market_area_1_dscr
0.17
dscr
0.15
center_code
0.11
school_dist
0.08
cost_and_design
0.05
heating_ac
0.05
cond_desir_util
0.04
gunite_pool_grade
0.03
fireplace_metal_prefab
0.03
physical_condition
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
CORRELATION RATIO WITH...
base_area_upr
0.88
perimeter
0.73
fixtures_total
0.66
im_sq_ft
0.59
heat_ar
0.58
bld_ar
0.58
room_total
0.58
eff_ar
0.54
act_ar
0.53
gross_ar
0.53
fixtures_addl
0.53
room_bedroom
0.51
room_full_bath
0.49
date_erected
0.47
zip_code
MISSING:
37
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
0.26
mas_brk_garage_pri
0.20
lastest_const_year
0.19
yr_remodel
0.18
land_val
-0.18
prior_land_val
-0.18
room_bedroom
0.14
fixtures_addl
0.13
open_mas_porch_pri
0.12
base_area_pri
0.12
gross_ar
0.12
fixtures_total
0.12
act_ar
0.12
eff_ar
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.30
market_area_2_dscr
0.30
school_dist
0.28
center_code
0.23
cost_and_design
0.06
fireplace_metal_prefab
0.06
foundation_type
0.06
story_height_index
0.06
heating_ac
0.05
cond_desir_util
0.05
physical_condition
0.05
exterior_wall
0.05
grade_adjustment
0.05
dscr
0.04
MOST FREQUENT VALUES
77449.0
29,708
3.2%
77084.0
24,495
2.6%
77429.0
23,387
2.5%
77379.0
23,175
2.5%
77433.0
22,579
2.4%
77095.0
19,771
2.1%
77346.0
18,763
2.0%
77373.0
18,357
1.9%
77388.0
14,473
1.5%
77450.0
13,791
1.5%
77375.0
13,589
1.4%
77088.0
13,369
1.4%
77089.0
13,202
1.4%
77521.0
11,969
1.3%
77070.0
11,460
1.2%
SMALLEST VALUES
77002.0
75
0.0%
77003.0
2,035
0.2%
77004.0
4,984
0.5%
77005.0
6,909
0.7%
77006.0
3,613
0.4%
77007.0
9,566
1.0%
77008.0
9,728
1.0%
77009.0
8,698
0.9%
77011.0
2,750
0.3%
77012.0
2,859
0.3%
77013.0
2,579
0.3%
77014.0
5,470
0.6%
77015.0
10,061
1.1%
77016.0
8,420
0.9%
77017.0
5,962
0.6%
LARGEST VALUES
77598.0
2,529
0.3%
77587.0
3,019
0.3%
77586.0
6,486
0.7%
77581.0
1,652
0.2%
77571.0
10,678
1.1%
77562.0
2,614
0.3%
77547.0
2,355
0.2%
77546.0
6,733
0.7%
77536.0
9,734
1.0%
77535.0
7
0.0%
77532.0
7,682
0.8%
77530.0
6,389
0.7%
77523.0
128
0.0%
77521.0
11,969
1.3%
77520.0
8,611
0.9%
school_dist
MISSING:
53
(0%)
TOP CATEGORIES
yy_pct_change
(avg)
HOUSTON ISD
265,981
28%
0.080
CYPRESS-FAIRBANKS ISD
146,052
15%
0.073
KLEIN ISD
68,965
7%
0.074
HUMBLE ISD
53,912
6%
0.060
KATY ISD
50,366
5%
0.082
ALDINE ISD
50,301
5%
0.081
PASADENA ISD
49,330
5%
0.091
SPRING ISD
40,044
4%
0.076
CLEAR CREEK ISD
35,475
4%
0.081
ALIEF ISD
33,914
4%
0.082
SPRING BRANCH ISD
31,684
3%
0.089
GOOSE CREEK CISD
22,911
2%
0.066
TOMBALL ISD
18,659
2%
0.056
GALENA PARK ISD
17,603
2%
0.109
DEER PARK ISD
13,735
1%
0.075
LA PORTE ISD
12,669
1%
0.076
CHANNELVIEW ISD
8,422
1%
0.093
(Other)
22,856
2%
0.067
ALL
942,879
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
school_dist
PROVIDES INFORMATION ON...
center_code
0.83
market_area_1_dscr
0.64
market_area_2_dscr
0.64
foundation_type
0.21
heating_ac
0.17
fireplace_metal_prefab
0.12
dscr
0.11
cost_and_design
0.10
foundation_repaired_grade
0.09
cracked_slab_grade
0.09
story_height_index
0.08
grade_adjustment
0.08
custom_outdoor_kitchen_uts
0.07
pool_spa_with_heater_grade
0.07

THESE FEATURES GIVE INFORMATION
ON school_dist:
market_area_1_dscr
1.00
market_area_2_dscr
1.00
center_code
0.81
grade_adjustment
0.07
dscr
0.05
exterior_wall
0.04
fireplace_metal_prefab
0.03
heating_ac
0.03
cond_desir_util
0.03
foundation_type
0.03
cost_and_design
0.03
story_height_index
0.03
physical_condition
0.02
room_half_bath
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
school_dist
CORRELATION RATIO WITH...
date_erected
0.53
prior_land_val
0.45
land_val
0.45
lastest_const_year
0.42
fixtures_total
0.39
fixtures_addl
0.38
eff_ar
0.36
mas_brk_garage_pri
0.36
heat_ar
0.35
room_total
0.35
im_sq_ft
0.35
bld_ar
0.35
gross_ar
0.35
act_ar
0.35
neighborhood_code
MISSING:
1
(0%)
4,274
0%
-
-
M/R
1,948
0%
-
-
OAK MEADOWS
1,718
0%
-
-
RED BLUFF TERRACE SEC 1-7
1,575
0%
-
-
HOUSTON HEIGHTS
1,536
0%
-
-
BEAR CREEK VLG 2,3,4,6/OTHERS
1,492
0%
-
-
SHARPSTOWN #2,5
1,488
0%
-
-
NORTHWEST PARK 1,2,3,4,5,6
1,420
0%
-
-
CENTRAL PARK
1,373
0%
-
-
NORTH GLEN
1,368
0%
-
-
FALLBROOK #1,2,3,
1,352
0%
-
-
BONNIE OAKS/OTHERS
1,323
0%
-
-
FREEWAY MANOR SEC 3,4,5,7
1,311
0%
-
-
STRATTON PLACE/OTHERS
1,286
0%
-
-
LAKEWOOD FOREST
1,282
0%
-
-
SCENIC WOODS PLAZA/OTHERS
1,282
0%
-
-
PLEASANTVILLE
1,258
0%
-
-
PECAN PK/WOODRIDGE/ENFIELD
1,258
0%
-
-
WESTBANK 1 R/P, 2,3,5
1,250
0%
-
-
CLOVERLEAF
1,246
0%
-
-
COMFORT PL AND OTHERS
1,243
0%
-
-
BENNETT EST. & TANGLEBRIAR
1,215
0%
-
-
COTTAGE GROVE T/H
1,214
0%
-
-
BELLFORT PARK (S/O NBHD 8421)
1,214
0%
-
-
FOSTER PLACE
1,207
0%
-
-
COLES CROSSING 3,8,24
1,204
0%
-
-
ELMWOOD/PEMBROOK PLACE
1,187
0%
-
-
INWOOD TERRACE/EDGEWOOD TERRACE
1,178
0%
-
-
GREEN RIDGE NORTH
1,169
0%
-
-
SOMMERALL 1,2,3,4
1,155
0%
-
-
SOUTH HOUSTON
1,148
0%
-
-
INDUSTRIAL ADD`N AREA
1,133
0%
-
-
SOUTHCREST
1,093
0%
-
-
SAGEMEADOW SEC 1-5
1,084
0%
-
-
EDGEWOOD
1,077
0%
-
-
MAGNOLIA PARK / GARZA
1,075
0%
-
-
CYPRESS MEADOWS
1,071
0%
-
-
MONTROSE FAIRGROUNDS 3RD-ROWTH
1,066
0%
-
-
BEAR CREEK MEADOWS SEC 1,3,4
1,064
0%
-
-
SCARSDALE SEC 1-3
1,051
0%
-
-
KENSWICK SEC 1 R/P 2,3,5 R/P
1,044
0%
-
-
NEWPORT #3,5,6,11
1,027
0%
-
-
BRAES HEIGHTS
1,023
0%
-
-
MAPLEWOOD SOUTH #2-5
1,011
0%
-
-
SAGEMONT SEC 7-10
1,004
0%
-
-
GLOVERDALE/OTHERS
1,003
0%
-
-
SCENIC WOODS PT #1 (5206)
1,003
0%
-
-
CHERRY HURST-ROW T/HS
1,002
0%
-
-
A C ALLEN AND OTHERS
999
0%
-
-
HYDE PARK MAIN 6-ROW T/H
993
0%
-
-
UNIVERSAL CITY/CLINTON/G. OAKS
978
0%
-
-
SHARPSTOWN C.C. TERR. #3
956
0%
-
-
FOREST BEND #1-6
953
0%
-
-
NORTHCLIFFE MANOR #1,2 R/P 3-6
951
0%
-
-
HARVEST BEND 1-3,PAR R/P,4 R/P
944
0%
-
-
MIXED COM/RES
941
0%
-
-
CAMINO SOUTH #3,4
940
0%
-
-
HEATHERGLEN
934
0%
-
-
CANYON LAKES @ STONEGATE 1-3,5,6,8,12
933
0%
-
-
KIRKWOOD PARK/SAGEMONT PARK
929
0%
-
-
HIGH MEADOWS PT. #6-8,10
869,475
92%
-
-
(Other)
market_area_1_dscr
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
ISD 17 - Klein ISD
68,970
7%
0.074
ISD 21 - Pasadena ISD
49,345
5%
0.091
ISD 04 - Far Northwest, Outside Hwy 6
46,808
5%
0.067
1C South of Old Spanish Trail btwn SH 288 and I-45
39,256
4%
0.066
ISD 04 - Far West, South of US 290/North of FM 529
33,119
4%
0.065
ISD 08 - Alief General
33,066
4%
0.083
ISD 19 - North of I-10 Katy Freeway
31,198
3%
0.090
ISD 04 - Southwest, Outside Hwy 6, South of FM 529
27,739
3%
0.088
ISD 27 - West of NASA Parkway (I-45 Area)
27,464
3%
0.078
ISD 18 - Outside Airport Tiers, Atascocita Area
26,060
3%
0.055
ISD 09 - Outside Airport Tiers, West of I-45
23,758
3%
0.094
1E Liberty/Kashmere/Houston/Croyden Gardens Areas
22,207
2%
0.073
ISD 19 - South of I-10 Katy Freeway
19,169
2%
0.069
ISD 24 - North of Cypress Creek
18,993
2%
0.080
ISD 09 - Airport Tiers Area
18,787
2%
0.081
ISD 26 - Tomball ISD
18,658
2%
0.056
ISD 18 - Kingwood Area
18,564
2%
0.066
(Other)
419,771
45%
0.080
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
market_area_1_dscr
PROVIDES INFORMATION ON...
school_dist
1.00
market_area_2_dscr
1.00
center_code
0.99
foundation_type
0.37
heating_ac
0.30
dscr
0.28
cost_and_design
0.22
grade_adjustment
0.20
custom_outdoor_kitchen_uts
0.18
story_height_index
0.17
custom_outdoor_kitchen_grade
0.16
foundation_repaired_grade
0.16
fireplace_metal_prefab
0.16
fireplace_masonry_firebrick
0.15

THESE FEATURES GIVE INFORMATION
ON market_area_1_dscr:
market_area_2_dscr
1.00
school_dist
0.64
center_code
0.62
grade_adjustment
0.10
dscr
0.07
exterior_wall
0.04
cost_and_design
0.04
story_height_index
0.03
cond_desir_util
0.03
foundation_type
0.03
heating_ac
0.03
fireplace_metal_prefab
0.03
fireplace_masonry_firebrick
0.02
room_half_bath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
CORRELATION RATIO WITH...
land_val
0.83
prior_land_val
0.83
prior_tot_appr_val
0.76
date_erected
0.63
fixtures_total
0.60
eff_ar
0.59
heat_ar
0.58
im_sq_ft
0.58
bld_ar
0.58
gross_ar
0.57
act_ar
0.57
room_full_bath
0.56
lastest_const_year
0.54
perimeter
0.54
market_area_2_dscr
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
ISD 17 - Klein ISD
68,956
7%
0.074
ISD 21 - Pasadena ISD
49,472
5%
0.091
ISD 04 - Far Northwest, Outside Hwy 6
46,790
5%
0.067
1C South of Old Spanish Trail btwn SH 288 and I-45
39,211
4%
0.066
ISD 04 - Far West, South of US 290/North of FM 529
33,116
4%
0.065
ISD 08 - Alief General
33,068
4%
0.083
ISD 19 - North of I-10 Katy Freeway
31,194
3%
0.090
ISD 04 - Southwest, Outside Hwy 6, South of FM 529
27,744
3%
0.088
ISD 27 - West of NASA Parkway (I-45 Area)
27,462
3%
0.078
ISD 18 - Outside Airport Tiers, Atascocita Area
26,429
3%
0.055
ISD 09 - Outside Airport Tiers, West of I-45
23,757
3%
0.094
1E Liberty/Kashmere/Houston/Croyden Gardens Areas
22,196
2%
0.073
ISD 19 - South of I-10 Katy Freeway
19,295
2%
0.070
ISD 24 - North of Cypress Creek
18,994
2%
0.080
ISD 26 - Tomball ISD
18,652
2%
0.056
ISD 18 - Kingwood Area
18,549
2%
0.066
1B South of US 90, West of SH 288
18,463
2%
0.085
(Other)
419,584
44%
0.080
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
market_area_2_dscr
PROVIDES INFORMATION ON...
school_dist
1.00
market_area_1_dscr
1.00
center_code
0.99
foundation_type
0.37
heating_ac
0.30
dscr
0.28
cost_and_design
0.22
grade_adjustment
0.20
custom_outdoor_kitchen_uts
0.18
story_height_index
0.17
custom_outdoor_kitchen_grade
0.16
foundation_repaired_grade
0.16
fireplace_metal_prefab
0.16
fireplace_masonry_firebrick
0.15

THESE FEATURES GIVE INFORMATION
ON market_area_2_dscr:
market_area_1_dscr
1.00
school_dist
0.64
center_code
0.62
grade_adjustment
0.10
dscr
0.07
exterior_wall
0.04
cost_and_design
0.04
story_height_index
0.03
cond_desir_util
0.03
foundation_type
0.03
heating_ac
0.03
fireplace_metal_prefab
0.03
fireplace_masonry_firebrick
0.02
room_half_bath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
CORRELATION RATIO WITH...
land_val
0.82
prior_land_val
0.82
prior_tot_appr_val
0.76
date_erected
0.63
fixtures_total
0.60
eff_ar
0.58
heat_ar
0.58
im_sq_ft
0.58
bld_ar
0.58
gross_ar
0.57
act_ar
0.57
room_full_bath
0.56
lastest_const_year
0.54
perimeter
0.54
center_code
MISSING:
375
(0%)
TOP CATEGORIES
yy_pct_change
(avg)
10
146,017
15%
0.073
61
116,968
12%
0.079
50
98,276
10%
0.085
20
90,973
10%
0.078
72
89,891
10%
0.071
90
84,253
9%
0.082
40
77,326
8%
0.080
60
65,099
7%
0.079
30
57,543
6%
0.059
80
34,285
4%
0.070
70
31,675
3%
0.089
71
29,186
3%
0.088
81
20,167
2%
0.099
32
794
0%
0.060
33
46
0%
0.073
CC
16
0%
0.132
27
14
0%
0.046
(Other)
28
0%
0.067
ALL
942,557
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
center_code
PROVIDES INFORMATION ON...
school_dist
0.81
market_area_1_dscr
0.62
market_area_2_dscr
0.62
foundation_type
0.25
heating_ac
0.23
cost_and_design
0.15
dscr
0.14
fireplace_metal_prefab
0.12
story_height_index
0.11
foundation_repaired_grade
0.10
grade_adjustment
0.10
custom_outdoor_kitchen_uts
0.09
custom_outdoor_kitchen_grade
0.08
exterior_wall
0.08

THESE FEATURES GIVE INFORMATION
ON center_code:
market_area_1_dscr
0.99
market_area_2_dscr
0.99
school_dist
0.83
grade_adjustment
0.08
dscr
0.06
exterior_wall
0.05
cost_and_design
0.04
heating_ac
0.04
story_height_index
0.03
fireplace_metal_prefab
0.03
foundation_type
0.03
cond_desir_util
0.03
physical_condition
0.02
room_half_bath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
center_code
CORRELATION RATIO WITH...
prior_land_val
0.54
land_val
0.54
date_erected
0.54
prior_tot_appr_val
0.48
lastest_const_year
0.47
fixtures_total
0.46
room_full_bath
0.44
eff_ar
0.41
gross_ar
0.41
act_ar
0.41
heat_ar
0.41
im_sq_ft
0.40
bld_ar
0.40
fixtures_addl
0.40
bld_ar
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
heat_ar
1.00
im_sq_ft
1.00
eff_ar
0.99
gross_ar
0.96
act_ar
0.96
perimeter
0.90
fixtures_total
0.85
room_total
0.79
room_full_bath
0.77
base_area_upr
0.76
prior_tot_appr_val
0.71
fixtures_addl
0.70
room_bedroom
0.67
room_rec
0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.81
dscr
0.76
story_height_index
0.58
market_area_1_dscr
0.58
market_area_2_dscr
0.58
room_half_bath
0.57
exterior_wall
0.42
gunite_pool_grade
0.41
center_code
0.40
school_dist
0.35
fireplace_metal_prefab
0.33
pool_spa_with_heater_grade
0.32
heating_ac
0.32
fireplace_masonry_firebrick
0.32
MOST FREQUENT VALUES
1560.0
1,687
0.2%
1440.0
1,596
0.2%
1200.0
1,466
0.2%
1520.0
1,443
0.2%
1500.0
1,424
0.2%
1008.0
1,424
0.2%
1488.0
1,394
0.1%
1400.0
1,340
0.1%
1600.0
1,186
0.1%
1152.0
1,186
0.1%
1680.0
1,175
0.1%
1176.0
1,164
0.1%
960.0
1,156
0.1%
1620.0
1,153
0.1%
1540.0
1,151
0.1%
SMALLEST VALUES
120.0
1
0.0%
144.0
1
0.0%
160.0
1
0.0%
192.0
1
0.0%
200.0
2
0.0%
216.0
1
0.0%
224.0
1
0.0%
228.0
1
0.0%
240.0
3
0.0%
250.0
1
0.0%
252.0
2
0.0%
260.0
1
0.0%
264.0
4
0.0%
266.0
1
0.0%
268.0
1
0.0%
LARGEST VALUES
26401.0
1
0.0%
23562.0
1
0.0%
23526.0
1
0.0%
21104.0
1
0.0%
20513.0
1
0.0%
20157.0
1
0.0%
19465.0
1
0.0%
18432.0
1
0.0%
18198.0
1
0.0%
18040.0
1
0.0%
17404.0
1
0.0%
17331.0
1
0.0%
16904.0
1
0.0%
16616.0
1
0.0%
16347.0
1
0.0%
land_ar
MISSING:
979
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
acreage
1.00
carport_residential_grade
-0.08
metal_utility_shed_grade
-0.04
frame_detached_garage_uts
0.00
canopy_residential_grade
0.00
frame_detached_garage_grade
-0.00
open_mas_porch_pri
0.00
frame_utility_shed_grade
-0.00
base_area_pri
0.00
zip_code
0.00
mas_brk_garage_pri
0.00
fixtures_addl
0.00
yy_pct_change
-0.00
foundation_repaired_uts
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.01
market_area_1_dscr
0.01
school_dist
0.01
cost_and_design
0.00
center_code
0.00
grade_adjustment
0.00
dscr
0.00
foundation_repaired_grade
0.00
heating_ac
0.00
story_height_index
0.00
fireplace_metal_prefab
0.00
exterior_wall
0.00
room_half_bath
0.00
fireplace_masonry_firebrick
0.00
MOST FREQUENT VALUES
5000.0
22,630
2.4%
6600.0
21,070
2.2%
6300.0
14,371
1.5%
7200.0
12,149
1.3%
5500.0
10,536
1.1%
8400.0
9,832
1.0%
7150.0
9,440
1.0%
7800.0
9,225
1.0%
6000.0
9,119
1.0%
6900.0
9,119
1.0%
7475.0
7,003
0.7%
7500.0
5,973
0.6%
9600.0
5,859
0.6%
9000.0
5,467
0.6%
5250.0
5,121
0.5%
SMALLEST VALUES
351.0
1
0.0%
425.0
1
0.0%
500.0
1
0.0%
525.0
1
0.0%
578.0
1
0.0%
600.0
3
0.0%
653.0
1
0.0%
658.0
1
0.0%
662.0
2
0.0%
667.0
2
0.0%
672.0
1
0.0%
677.0
1
0.0%
678.0
1
0.0%
679.0
1
0.0%
680.0
3
0.0%
LARGEST VALUES
4544440560.0
1
0.0%
948758580.0
2
0.0%
2033071.0
1
0.0%
1928401.0
1
0.0%
1668626.0
1
0.0%
1651956.0
1
0.0%
1286784.0
1
0.0%
1240675.0
1
0.0%
1206612.0
1
0.0%
1170021.0
1
0.0%
1136084.0
1
0.0%
1128190.0
1
0.0%
1023781.0
1
0.0%
992732.0
1
0.0%
972128.0
1
0.0%
acreage
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
land_ar
1.00
carport_residential_grade
-0.08
metal_utility_shed_grade
-0.04
frame_detached_garage_uts
0.00
canopy_residential_grade
0.00
frame_detached_garage_grade
-0.00
open_mas_porch_pri
0.00
frame_utility_shed_grade
-0.00
base_area_pri
0.00
zip_code
0.00
mas_brk_garage_pri
0.00
fixtures_addl
0.00
yy_pct_change
-0.00
foundation_repaired_uts
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.01
market_area_1_dscr
0.01
school_dist
0.01
cost_and_design
0.00
center_code
0.00
grade_adjustment
0.00
dscr
0.00
foundation_repaired_grade
0.00
heating_ac
0.00
story_height_index
0.00
fireplace_metal_prefab
0.00
exterior_wall
0.00
room_half_bath
0.00
fireplace_masonry_firebrick
0.00
MOST FREQUENT VALUES
0.1148
22,655
2.4%
0.1515
20,432
2.2%
0.1446
13,740
1.5%
0.1653
11,176
1.2%
0.1263
9,768
1.0%
0.1584
9,448
1.0%
0.1641
8,653
0.9%
0.1791
7,725
0.8%
0.1928
7,283
0.8%
0.1716
7,144
0.8%
0.1377
7,089
0.8%
0.1722
5,922
0.6%
0.1205
5,304
0.6%
0.2066
5,221
0.6%
0.2204
5,206
0.6%
SMALLEST VALUES
0.0
973
0.1%
0.0001
5
0.0%
0.0021
1
0.0%
0.0081
1
0.0%
0.0098
1
0.0%
0.0115
1
0.0%
0.0121
1
0.0%
0.0133
1
0.0%
0.0138
3
0.0%
0.015
1
0.0%
0.0151
1
0.0%
0.0152
2
0.0%
0.0153
2
0.0%
0.0154
1
0.0%
0.0155
1
0.0%
LARGEST VALUES
104326.0
1
0.0%
21780.5
2
0.0%
46.6729
1
0.0%
44.27
1
0.0%
38.3064
1
0.0%
37.9237
1
0.0%
29.5405
1
0.0%
28.482
1
0.0%
27.7
1
0.0%
26.86
1
0.0%
26.0809
1
0.0%
25.8997
1
0.0%
23.5028
1
0.0%
22.79
1
0.0%
22.317
1
0.0%
land_val
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_land_val
1.00
prior_tot_appr_val
0.87
bld_ar
0.44
heat_ar
0.44
im_sq_ft
0.44
eff_ar
0.44
act_ar
0.44
gross_ar
0.44
room_full_bath
0.35
perimeter
0.35
fixtures_total
0.34
base_area_pri
0.29
room_total
0.27
base_area_upr
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.83
market_area_2_dscr
0.82
center_code
0.54
grade_adjustment
0.54
dscr
0.51
school_dist
0.45
cost_and_design
0.44
fireplace_masonry_firebrick
0.37
room_half_bath
0.30
gunite_pool_grade
0.27
cond_desir_util
0.24
exterior_wall
0.23
fireplace_metal_prefab
0.20
physical_condition
0.20
MOST FREQUENT VALUES
15000.0
2,359
0.3%
19800.0
1,744
0.2%
22500.0
1,674
0.2%
25000.0
1,562
0.2%
21450.0
1,326
0.1%
22050.0
1,246
0.1%
21000.0
1,214
0.1%
17500.0
1,116
0.1%
18900.0
1,095
0.1%
18000.0
998
0.1%
20000.0
971
0.1%
396000.0
927
0.1%
25200.0
914
0.1%
14850.0
908
0.1%
13750.0
874
0.1%
SMALLEST VALUES
0.0
192
0.0%
3.0
2
0.0%
4.0
1
0.0%
10.0
1
0.0%
12.0
1
0.0%
13.0
1
0.0%
17.0
3
0.0%
18.0
1
0.0%
39.0
1
0.0%
73.0
1
0.0%
81.0
1
0.0%
90.0
1
0.0%
93.0
1
0.0%
100.0
30
0.0%
103.0
2
0.0%
LARGEST VALUES
14598650.0
1
0.0%
12186500.0
1
0.0%
11196510.0
1
0.0%
9544603.0
1
0.0%
9437122.0
1
0.0%
9427064.0
1
0.0%
9417030.0
1
0.0%
9412069.0
1
0.0%
8670840.0
1
0.0%
8566449.0
1
0.0%
8362380.0
1
0.0%
8309555.0
1
0.0%
8264800.0
1
0.0%
8172501.0
1
0.0%
7480772.0
1
0.0%
prior_land_val
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
land_val
1.00
prior_tot_appr_val
0.87
bld_ar
0.45
heat_ar
0.45
im_sq_ft
0.44
eff_ar
0.44
act_ar
0.44
gross_ar
0.44
room_full_bath
0.35
perimeter
0.35
fixtures_total
0.34
base_area_pri
0.29
room_total
0.28
room_rec
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.83
market_area_2_dscr
0.82
center_code
0.54
grade_adjustment
0.54
dscr
0.51
school_dist
0.45
cost_and_design
0.44
fireplace_masonry_firebrick
0.37
room_half_bath
0.30
gunite_pool_grade
0.27
cond_desir_util
0.24
exterior_wall
0.23
fireplace_metal_prefab
0.20
physical_condition
0.20
MOST FREQUENT VALUES
15000.0
2,494
0.3%
25000.0
2,133
0.2%
19800.0
1,831
0.2%
22500.0
1,590
0.2%
21000.0
1,472
0.2%
24750.0
1,444
0.2%
21450.0
1,419
0.2%
12500.0
1,371
0.1%
23625.0
1,206
0.1%
17500.0
1,174
0.1%
330000.0
1,153
0.1%
27500.0
1,080
0.1%
14850.0
999
0.1%
17820.0
954
0.1%
23075.0
932
0.1%
SMALLEST VALUES
0.0
191
0.0%
1.0
1
0.0%
3.0
1
0.0%
4.0
1
0.0%
7.0
1
0.0%
13.0
2
0.0%
21.0
1
0.0%
43.0
1
0.0%
80.0
1
0.0%
86.0
1
0.0%
98.0
1
0.0%
100.0
9
0.0%
102.0
1
0.0%
113.0
1
0.0%
177.0
1
0.0%
LARGEST VALUES
14598650.0
1
0.0%
11196510.0
1
0.0%
10967253.0
1
0.0%
9866340.0
1
0.0%
9544603.0
1
0.0%
9427064.0
1
0.0%
9417030.0
1
0.0%
8670840.0
1
0.0%
8566449.0
1
0.0%
8362380.0
1
0.0%
8309555.0
1
0.0%
8264900.0
1
0.0%
8172501.0
1
0.0%
7529655.0
1
0.0%
7274247.0
1
0.0%
prior_tot_appr_val
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_land_val
0.87
land_val
0.87
eff_ar
0.71
bld_ar
0.71
heat_ar
0.71
im_sq_ft
0.71
gross_ar
0.71
act_ar
0.71
fixtures_total
0.63
perimeter
0.63
room_full_bath
0.60
fixtures_addl
0.52
base_area_upr
0.51
room_total
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.80
market_area_1_dscr
0.76
market_area_2_dscr
0.76
dscr
0.75
center_code
0.48
room_half_bath
0.44
cost_and_design
0.43
exterior_wall
0.40
gunite_pool_grade
0.40
fireplace_masonry_firebrick
0.38
school_dist
0.34
story_height_index
0.33
fireplace_metal_prefab
0.32
pool_spa_with_heater_grade
0.30
MOST FREQUENT VALUES
110000.0
983
0.1%
120000.0
841
0.1%
100000.0
815
0.1%
121000.0
799
0.1%
165000.0
768
0.1%
130000.0
762
0.1%
150000.0
729
0.1%
140000.0
710
0.1%
80000.0
707
0.1%
90000.0
705
0.1%
125000.0
679
0.1%
135000.0
640
0.1%
85000.0
629
0.1%
160000.0
604
0.1%
95000.0
602
0.1%
SMALLEST VALUES
100.0
1
0.0%
1066.0
1
0.0%
1720.0
1
0.0%
2575.0
1
0.0%
2841.0
1
0.0%
3257.0
1
0.0%
3350.0
1
0.0%
3627.0
1
0.0%
3693.0
1
0.0%
3953.0
1
0.0%
4000.0
1
0.0%
4138.0
1
0.0%
4140.0
1
0.0%
4181.0
1
0.0%
4449.0
1
0.0%
LARGEST VALUES
15697108.0
1
0.0%
15194153.0
1
0.0%
13470019.0
1
0.0%
12698589.0
1
0.0%
12227767.0
1
0.0%
11847762.0
1
0.0%
11628342.0
1
0.0%
11415856.0
1
0.0%
11027168.0
1
0.0%
10807797.0
1
0.0%
10381800.0
1
0.0%
10194545.0
1
0.0%
10152687.0
1
0.0%
10000000.0
1
0.0%
9762731.0
1
0.0%
new_own_dt
MISSING:
8
(0%)
60,123
6%
-
-
1988-01-02 00:00:00
2,299
0%
-
-
1988-01-01 00:00:00
1,461
0%
-
-
2004-01-01 00:00:00
1,438
0%
-
-
2003-01-01 00:00:00
1,003
0%
-
-
2001-01-01 00:00:00
981
0%
-
-
2015-01-01 00:00:00
974
0%
-
-
2000-01-01 00:00:00
972
0%
-
-
2014-12-19 00:00:00
959
0%
-
-
2002-01-01 00:00:00
850
0%
-
-
2016-10-25 00:00:00
768
0%
-
-
2014-06-30 00:00:00
760
0%
-
-
2014-01-01 00:00:00
753
0%
-
-
2016-09-26 00:00:00
743
0%
-
-
1999-01-01 00:00:00
686
0%
-
-
2014-05-30 00:00:00
685
0%
-
-
2014-09-30 00:00:00
667
0%
-
-
2014-11-25 00:00:00
613
0%
-
-
2013-07-31 00:00:00
604
0%
-
-
2013-06-28 00:00:00
595
0%
-
-
2014-08-29 00:00:00
580
0%
-
-
2014-02-28 00:00:00
571
0%
-
-
2015-02-27 00:00:00
570
0%
-
-
2014-07-31 00:00:00
559
0%
-
-
2014-06-27 00:00:00
555
0%
-
-
2014-04-30 00:00:00
542
0%
-
-
2016-06-30 00:00:00
536
0%
-
-
2016-07-29 00:00:00
533
0%
-
-
2013-08-30 00:00:00
533
0%
-
-
2016-04-29 00:00:00
532
0%
-
-
2016-12-06 00:00:00
531
0%
-
-
2015-04-30 00:00:00
527
0%
-
-
2014-12-30 00:00:00
516
0%
-
-
2016-09-30 00:00:00
516
0%
-
-
2013-01-01 00:00:00
510
0%
-
-
2015-05-29 00:00:00
508
0%
-
-
2013-10-31 00:00:00
491
0%
-
-
2016-05-31 00:00:00
488
0%
-
-
2016-10-28 00:00:00
484
0%
-
-
2013-04-30 00:00:00
479
0%
-
-
2015-06-30 00:00:00
479
0%
-
-
2014-03-28 00:00:00
477
0%
-
-
2014-08-28 00:00:00
474
0%
-
-
2013-05-31 00:00:00
473
0%
-
-
2015-01-30 00:00:00
470
0%
-
-
2016-12-30 00:00:00
468
0%
-
-
2006-04-28 00:00:00
466
0%
-
-
2006-06-30 00:00:00
465
0%
-
-
2007-01-01 00:00:00
463
0%
-
-
2014-08-26 00:00:00
461
0%
-
-
2016-07-15 00:00:00
453
0%
-
-
2016-05-27 00:00:00
450
0%
-
-
2006-12-29 00:00:00
444
0%
-
-
2014-03-31 00:00:00
444
0%
-
-
2013-02-28 00:00:00
444
0%
-
-
2013-12-20 00:00:00
443
0%
-
-
2013-05-03 00:00:00
443
0%
-
-
1995-01-02 00:00:00
443
0%
-
-
2015-07-31 00:00:00
441
0%
-
-
2015-03-31 00:00:00
441
0%
-
-
2007-06-29 00:00:00
845,287
90%
-
-
(Other)
basic_outdoor_kitchen_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
-0.06
yr_remodel
0.04
frame_utility_shed_grade
-0.03
gross_ar
0.02
act_ar
0.02
frame_detached_garage_grade
-0.02
eff_ar
0.02
open_mas_porch_pri
0.02
perimeter
0.02
heat_ar
0.02
bld_ar
0.02
im_sq_ft
0.02
fixtures_total
0.02
room_full_bath
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
basic_outdoor_kitchen_grade
0.25
grade_adjustment
0.02
dscr
0.02
pool_spa_with_heater_grade
0.02
gunite_pool_grade
0.02
market_area_1_dscr
0.01
market_area_2_dscr
0.01
exterior_wall
0.01
fireplace_metal_prefab
0.01
room_half_bath
0.01
cost_and_design
0.01
story_height_index
0.01
brick_or_stone_detached_garage_grade
0.01
school_dist
0.01
MOST FREQUENT VALUES
0.0
424,976
99.5%
1.0
2,105
0.5%
2.0
9
0.0%
4.0
5
0.0%
6.0
4
0.0%
5.0
4
0.0%
7.0
3
0.0%
9.0
3
0.0%
3.0
3
0.0%
10.0
2
0.0%
4.5
2
0.0%
12.0
2
0.0%
13.0
1
0.0%
3.5
1
0.0%
11.0
1
0.0%
SMALLEST VALUES
0.0
424,976
99.5%
1.0
2,105
0.5%
2.0
9
0.0%
2.5
1
0.0%
3.0
3
0.0%
3.5
1
0.0%
4.0
5
0.0%
4.5
2
0.0%
5.0
4
0.0%
6.0
4
0.0%
7.0
3
0.0%
7.5
1
0.0%
9.0
3
0.0%
10.0
2
0.0%
11.0
1
0.0%
LARGEST VALUES
256.0
1
0.0%
192.0
1
0.0%
18.0
1
0.0%
13.0
1
0.0%
12.0
2
0.0%
11.0
1
0.0%
10.0
2
0.0%
9.0
3
0.0%
7.5
1
0.0%
7.0
3
0.0%
6.0
4
0.0%
5.0
4
0.0%
4.5
2
0.0%
4.0
5
0.0%
3.5
1
0.0%
brick_or_stone_detached_garage_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
frame_detached_garage_uts
-0.12
open_mas_porch_pri
0.10
heat_ar
0.10
bld_ar
0.10
im_sq_ft
0.10
base_area_pri
0.09
fixtures_total
0.09
eff_ar
0.09
date_erected
0.09
room_full_bath
0.08
fixtures_addl
0.08
carport_residential_grade
-0.08
gross_ar
0.08
mas_brk_garage_pri
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
brick_or_stone_detached_garage_grade
0.93
market_area_1_dscr
0.08
market_area_2_dscr
0.08
fireplace_masonry_firebrick
0.08
grade_adjustment
0.08
dscr
0.07
gunite_pool_grade
0.06
school_dist
0.06
room_half_bath
0.05
exterior_wall
0.05
center_code
0.04
pool_spa_with_heater_grade
0.04
cond_desir_util
0.04
heating_ac
0.03
MOST FREQUENT VALUES
0.0
413,446
96.8%
506.0
1,595
0.4%
462.0
970
0.2%
484.0
865
0.2%
528.0
529
0.1%
483.0
388
0.1%
440.0
361
0.1%
704.0
342
0.1%
480.0
331
0.1%
529.0
278
0.1%
550.0
270
0.1%
504.0
264
0.1%
400.0
249
0.1%
576.0
243
0.1%
572.0
239
0.1%
SMALLEST VALUES
0.0
413,446
96.8%
100.0
1
0.0%
140.0
1
0.0%
150.0
6
0.0%
160.0
2
0.0%
162.0
1
0.0%
165.0
1
0.0%
168.0
1
0.0%
170.0
1
0.0%
176.0
2
0.0%
180.0
6
0.0%
192.0
5
0.0%
200.0
2
0.0%
204.0
1
0.0%
208.0
1
0.0%
LARGEST VALUES
11086.0
1
0.0%
6288.0
1
0.0%
6000.0
1
0.0%
4560.0
1
0.0%
3840.0
1
0.0%
3600.0
1
0.0%
3462.0
1
0.0%
3301.0
1
0.0%
2960.0
1
0.0%
2880.0
1
0.0%
2820.0
1
0.0%
2784.0
1
0.0%
2756.0
1
0.0%
2750.0
1
0.0%
2665.0
1
0.0%
canopy_residential_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mas_conc_patio_pri
0.13
base_area_upr
-0.13
frame_detached_garage_uts
-0.13
room_total
-0.12
im_sq_ft
-0.12
heat_ar
-0.12
fixtures_total
-0.12
fixtures_addl
-0.12
bld_ar
-0.12
mas_brk_garage_pri
0.11
perimeter
-0.11
eff_ar
-0.10
room_rec
-0.10
prior_tot_appr_val
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.15
market_area_2_dscr
0.15
school_dist
0.12
center_code
0.10
story_height_index
0.10
grade_adjustment
0.10
exterior_wall
0.09
dscr
0.09
room_half_bath
0.07
fireplace_metal_prefab
0.05
cond_desir_util
0.04
cost_and_design
0.04
heating_ac
0.03
physical_condition
0.02
MOST FREQUENT VALUES
0.0
346,724
81.2%
200.0
4,335
1.0%
240.0
3,827
0.9%
120.0
2,782
0.7%
144.0
2,326
0.5%
180.0
2,294
0.5%
160.0
2,205
0.5%
400.0
1,826
0.4%
192.0
1,803
0.4%
100.0
1,701
0.4%
300.0
1,619
0.4%
216.0
1,460
0.3%
288.0
1,451
0.3%
168.0
1,426
0.3%
140.0
1,418
0.3%
SMALLEST VALUES
0.0
346,724
81.2%
1.0
1
0.0%
8.0
1
0.0%
10.0
1
0.0%
11.0
1
0.0%
12.0
1
0.0%
15.0
1
0.0%
16.0
1
0.0%
18.0
1
0.0%
20.0
6
0.0%
21.0
2
0.0%
22.0
1
0.0%
24.0
8
0.0%
25.0
4
0.0%
26.0
1
0.0%
LARGEST VALUES
15450.0
1
0.0%
10294.0
1
0.0%
9152.0
1
0.0%
9000.0
1
0.0%
7128.0
1
0.0%
6300.0
1
0.0%
6200.0
1
0.0%
6161.0
1
0.0%
6020.0
1
0.0%
5920.0
1
0.0%
5301.0
1
0.0%
5260.0
1
0.0%
5252.0
1
0.0%
5128.0
1
0.0%
5096.0
1
0.0%
carport_residential_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
-0.26
fixtures_total
-0.24
room_full_bath
-0.24
lastest_const_year
-0.23
room_total
-0.22
perimeter
-0.22
im_sq_ft
-0.21
heat_ar
-0.21
eff_ar
-0.21
act_ar
-0.20
gross_ar
-0.20
room_bedroom
-0.20
bld_ar
-0.20
fixtures_addl
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.26
market_area_1_dscr
0.26
grade_adjustment
0.24
center_code
0.22
exterior_wall
0.19
school_dist
0.19
dscr
0.18
heating_ac
0.17
foundation_type
0.15
story_height_index
0.15
fireplace_metal_prefab
0.13
cond_desir_util
0.13
room_half_bath
0.09
physical_condition
0.08
MOST FREQUENT VALUES
0.0
354,414
83.0%
400.0
12,657
3.0%
240.0
3,564
0.8%
360.0
3,442
0.8%
480.0
3,041
0.7%
440.0
2,928
0.7%
200.0
2,781
0.7%
600.0
1,365
0.3%
320.0
1,351
0.3%
280.0
1,283
0.3%
420.0
1,278
0.3%
216.0
1,167
0.3%
324.0
1,165
0.3%
180.0
1,019
0.2%
288.0
963
0.2%
SMALLEST VALUES
0.0
354,414
83.0%
19.0
1
0.0%
26.0
1
0.0%
40.0
2
0.0%
60.0
2
0.0%
64.0
1
0.0%
66.0
1
0.0%
70.0
1
0.0%
72.0
3
0.0%
77.0
1
0.0%
80.0
4
0.0%
84.0
1
0.0%
88.0
1
0.0%
90.0
1
0.0%
96.0
11
0.0%
LARGEST VALUES
19000.0
1
0.0%
9360.0
1
0.0%
8800.0
1
0.0%
7527.0
1
0.0%
6720.0
1
0.0%
5417.0
1
0.0%
5400.0
1
0.0%
5380.0
1
0.0%
5320.0
1
0.0%
5050.0
1
0.0%
4904.0
1
0.0%
4200.0
1
0.0%
4100.0
1
0.0%
4000.0
1
0.0%
3911.0
1
0.0%
cracked_slab_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
lastest_const_year
-0.12
date_erected
-0.10
fixtures_addl
-0.09
yr_remodel
-0.08
base_area_upr
-0.08
fixtures_total
-0.08
canopy_residential_grade
0.06
gunite_pool_uts
-0.06
room_full_bath
-0.06
frame_detached_garage_uts
-0.06
room_total
-0.05
perimeter
-0.05
bld_ar
-0.05
im_sq_ft
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cracked_slab_grade
0.94
market_area_2_dscr
0.14
market_area_1_dscr
0.14
school_dist
0.11
center_code
0.10
cond_desir_util
0.10
physical_condition
0.10
exterior_wall
0.07
fireplace_metal_prefab
0.07
story_height_index
0.07
cost_and_design
0.07
heating_ac
0.05
grade_adjustment
0.04
foundation_type
0.04
MOST FREQUENT VALUES
0.0
411,053
96.2%
1008.0
54
0.0%
1000.0
46
0.0%
936.0
39
0.0%
800.0
37
0.0%
1080.0
36
0.0%
1296.0
34
0.0%
1208.0
34
0.0%
1100.0
33
0.0%
1224.0
33
0.0%
1240.0
33
0.0%
1260.0
33
0.0%
1500.0
32
0.0%
1200.0
32
0.0%
780.0
31
0.0%
SMALLEST VALUES
0.0
411,053
96.2%
1.0
6
0.0%
192.0
1
0.0%
237.0
1
0.0%
253.0
1
0.0%
320.0
1
0.0%
324.0
1
0.0%
379.0
1
0.0%
380.0
1
0.0%
385.0
1
0.0%
412.0
1
0.0%
440.0
1
0.0%
445.0
1
0.0%
450.0
1
0.0%
490.0
1
0.0%
LARGEST VALUES
9153.0
1
0.0%
8191.0
1
0.0%
7625.0
1
0.0%
6929.0
1
0.0%
6836.0
1
0.0%
6693.0
1
0.0%
6133.0
1
0.0%
5696.0
1
0.0%
5258.0
1
0.0%
5169.0
1
0.0%
5132.0
1
0.0%
5015.0
1
0.0%
4814.0
1
0.0%
4798.0
1
0.0%
4796.0
1
0.0%
custom_outdoor_kitchen_uts
MISSING:
515,806
(55%)
TOP CATEGORIES
yy_pct_change
(avg)
0.0
423,024
99%
0.077
1.0
4,072
1%
0.069
2.0
17
0%
0.087
3.0
8
0%
0.026
1.5
2
0%
0.100
1.75
1
0%
0.100
5.0
1
0%
0.031
2.5
1
0%
0.006
ALL
427,126
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
custom_outdoor_kitchen_uts
PROVIDES INFORMATION ON...
custom_outdoor_kitchen_grade
0.84
pool_spa_with_heater_grade
0.03
gunite_pool_grade
0.02
dscr
0.01
room_half_bath
0.01
grade_adjustment
0.01
fireplace_metal_prefab
0.00
cost_and_design
0.00
exterior_wall
0.00
story_height_index
0.00
residential_other_gross_value_grade
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
fireplace_masonry_firebrick
0.00
market_area_1_dscr
0.00

THESE FEATURES GIVE INFORMATION
ON custom_outdoor_kitchen_uts:
custom_outdoor_kitchen_grade
0.99
grade_adjustment
0.36
dscr
0.33
gunite_pool_grade
0.23
pool_spa_with_heater_grade
0.21
market_area_1_dscr
0.18
market_area_2_dscr
0.18
exterior_wall
0.17
room_half_bath
0.14
fireplace_metal_prefab
0.11
cost_and_design
0.09
center_code
0.09
story_height_index
0.09
school_dist
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
custom_outdoor_kitchen_uts
CORRELATION RATIO WITH...
prior_tot_appr_val
0.27
gross_ar
0.23
act_ar
0.23
eff_ar
0.22
bld_ar
0.21
heat_ar
0.21
im_sq_ft
0.21
fixtures_total
0.19
perimeter
0.18
room_full_bath
0.18
pool_spa_with_heater_uts
0.17
open_mas_porch_pri
0.17
prior_land_val
0.16
land_val
0.16
foundation_repaired_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
base_area_pri
0.09
date_erected
-0.09
base_area_upr
-0.08
fixtures_addl
-0.07
prior_land_val
0.06
land_val
0.06
yr_remodel
0.06
zip_code
-0.05
canopy_residential_grade
0.05
gunite_pool_uts
-0.04
mas_conc_patio_pri
0.04
fixtures_total
-0.04
pool_spa_with_heater_uts
-0.04
mas_brk_garage_pri
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foundation_repaired_grade
0.96
market_area_2_dscr
0.21
market_area_1_dscr
0.21
center_code
0.16
cost_and_design
0.12
school_dist
0.11
physical_condition
0.09
cond_desir_util
0.08
fireplace_masonry_firebrick
0.07
fireplace_metal_prefab
0.07
story_height_index
0.07
exterior_wall
0.07
grade_adjustment
0.06
dscr
0.05
MOST FREQUENT VALUES
0.0
409,668
95.9%
1801.0
53
0.0%
1665.0
36
0.0%
1208.0
34
0.0%
1200.0
32
0.0%
1836.0
31
0.0%
1635.0
30
0.0%
1936.0
29
0.0%
1320.0
29
0.0%
2000.0
29
0.0%
1560.0
26
0.0%
1450.0
26
0.0%
1400.0
26
0.0%
1876.0
26
0.0%
1584.0
26
0.0%
SMALLEST VALUES
0.0
409,668
95.9%
1.0
6
0.0%
1.76
1
0.0%
4.0
1
0.0%
108.0
1
0.0%
160.0
1
0.0%
192.0
1
0.0%
240.0
1
0.0%
280.0
1
0.0%
351.0
1
0.0%
354.0
1
0.0%
360.0
1
0.0%
439.0
1
0.0%
468.0
1
0.0%
472.0
2
0.0%
LARGEST VALUES
8952.0
1
0.0%
7102.0
1
0.0%
7000.0
1
0.0%
6257.0
1
0.0%
6168.0
1
0.0%
5813.0
1
0.0%
5602.0
1
0.0%
5547.0
1
0.0%
5492.0
1
0.0%
5460.0
1
0.0%
5224.0
1
0.0%
5197.0
1
0.0%
5128.0
1
0.0%
5037.0
1
0.0%
4874.0
1
0.0%
frame_detached_garage_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mas_brk_garage_pri
-0.45
frame_garage_pri
-0.19
room_total
0.18
frame_utility_shed_uts
-0.17
room_bedroom
0.16
frame_detached_garage_grade
-0.15
canopy_residential_uts
-0.13
one_story_mas_pri
0.13
brick_or_stone_detached_garage_uts
-0.12
im_sq_ft
0.12
heat_ar
0.12
bld_ar
0.12
base_area_upr
0.12
carport_residential_uts
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_masonry_firebrick
0.30
grade_adjustment
0.28
dscr
0.26
market_area_2_dscr
0.24
market_area_1_dscr
0.24
cond_desir_util
0.18
gunite_pool_grade
0.15
exterior_wall
0.12
school_dist
0.12
fireplace_metal_prefab
0.11
story_height_index
0.11
cost_and_design
0.11
physical_condition
0.11
center_code
0.10
MOST FREQUENT VALUES
0.0
247,411
57.9%
462.0
44,036
10.3%
484.0
14,391
3.4%
400.0
12,161
2.8%
440.0
10,075
2.4%
528.0
6,213
1.5%
480.0
5,244
1.2%
483.0
5,034
1.2%
420.0
4,620
1.1%
506.0
4,226
1.0%
572.0
2,951
0.7%
651.0
2,832
0.7%
360.0
2,721
0.6%
660.0
2,547
0.6%
504.0
2,285
0.5%
SMALLEST VALUES
0.0
247,411
57.9%
18.0
1
0.0%
24.0
1
0.0%
100.0
2
0.0%
108.0
1
0.0%
120.0
7
0.0%
128.0
2
0.0%
130.0
1
0.0%
132.0
1
0.0%
140.0
3
0.0%
143.0
1
0.0%
144.0
4
0.0%
150.0
96
0.0%
153.0
2
0.0%
154.0
3
0.0%
LARGEST VALUES
10406.0
1
0.0%
4800.0
2
0.0%
4700.0
1
0.0%
4536.0
1
0.0%
4128.0
1
0.0%
4026.0
1
0.0%
3960.0
1
0.0%
3895.0
1
0.0%
3864.0
1
0.0%
3772.0
1
0.0%
3720.0
1
0.0%
3692.0
1
0.0%
3660.0
1
0.0%
3600.0
2
0.0%
3500.0
2
0.0%
frame_detached_garage_w_living_area_abov_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_tot_appr_val
0.12
land_val
0.12
prior_land_val
0.11
fixtures_total
0.09
base_area_upr
0.09
room_full_bath
0.09
frame_detached_garage_uts
-0.09
heat_ar
0.08
fixtures_addl
0.08
im_sq_ft
0.08
bld_ar
0.08
eff_ar
0.07
mas_brk_garage_pri
-0.07
room_total
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
frame_detached_garage_w_living_area_abov_grade
0.94
market_area_1_dscr
0.15
market_area_2_dscr
0.15
cost_and_design
0.09
grade_adjustment
0.08
dscr
0.08
center_code
0.08
fireplace_masonry_firebrick
0.06
story_height_index
0.05
gunite_pool_grade
0.05
foundation_type
0.05
room_half_bath
0.05
school_dist
0.05
cond_desir_util
0.04
MOST FREQUENT VALUES
0.0
420,148
98.4%
462.0
595
0.1%
484.0
468
0.1%
528.0
350
0.1%
506.0
257
0.1%
440.0
237
0.1%
400.0
232
0.1%
572.0
188
0.0%
483.0
183
0.0%
480.0
180
0.0%
504.0
131
0.0%
576.0
126
0.0%
660.0
125
0.0%
550.0
123
0.0%
500.0
121
0.0%
SMALLEST VALUES
0.0
420,148
98.4%
176.0
1
0.0%
180.0
1
0.0%
190.0
1
0.0%
192.0
3
0.0%
200.0
7
0.0%
204.0
1
0.0%
210.0
1
0.0%
216.0
5
0.0%
220.0
3
0.0%
224.0
4
0.0%
228.0
3
0.0%
230.0
1
0.0%
231.0
1
0.0%
234.0
1
0.0%
LARGEST VALUES
2920.0
1
0.0%
2601.0
1
0.0%
2600.0
1
0.0%
2480.0
1
0.0%
2465.0
1
0.0%
2450.0
1
0.0%
2400.0
1
0.0%
2290.0
1
0.0%
2254.0
1
0.0%
2224.0
1
0.0%
2209.0
1
0.0%
2196.0
1
0.0%
2112.0
1
0.0%
2100.0
1
0.0%
2052.0
1
0.0%
frame_utility_shed_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
fixtures_total
-0.17
frame_detached_garage_uts
-0.17
room_total
-0.17
im_sq_ft
-0.16
heat_ar
-0.16
room_full_bath
-0.16
bld_ar
-0.15
perimeter
-0.15
fixtures_addl
-0.15
date_erected
-0.15
base_area_upr
-0.15
eff_ar
-0.15
room_bedroom
-0.14
lastest_const_year
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.19
market_area_1_dscr
0.19
grade_adjustment
0.17
school_dist
0.15
center_code
0.15
dscr
0.14
foundation_type
0.12
story_height_index
0.11
heating_ac
0.11
exterior_wall
0.11
cond_desir_util
0.10
fireplace_metal_prefab
0.09
room_half_bath
0.07
physical_condition
0.07
MOST FREQUENT VALUES
0.0
339,714
79.5%
120.0
12,546
2.9%
100.0
8,065
1.9%
144.0
5,067
1.2%
192.0
3,727
0.9%
160.0
3,355
0.8%
140.0
2,989
0.7%
168.0
2,588
0.6%
240.0
2,507
0.6%
96.0
2,146
0.5%
200.0
2,049
0.5%
180.0
1,804
0.4%
80.0
1,630
0.4%
150.0
1,381
0.3%
128.0
1,280
0.3%
SMALLEST VALUES
0.0
339,714
79.5%
1.0
2
0.0%
10.0
4
0.0%
12.0
1
0.0%
15.0
2
0.0%
16.0
5
0.0%
18.0
1
0.0%
20.0
6
0.0%
21.0
1
0.0%
24.0
20
0.0%
25.0
9
0.0%
27.0
1
0.0%
28.0
1
0.0%
30.0
10
0.0%
32.0
10
0.0%
LARGEST VALUES
7168.0
1
0.0%
6636.0
1
0.0%
6400.0
1
0.0%
5232.0
1
0.0%
4828.0
1
0.0%
4548.0
1
0.0%
4432.0
1
0.0%
4262.0
1
0.0%
4100.0
1
0.0%
3900.0
1
0.0%
3718.0
1
0.0%
3700.0
1
0.0%
3500.0
2
0.0%
3488.0
1
0.0%
3350.0
1
0.0%
gunite_pool_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pool_spa_with_heater_uts
0.53
act_ar
0.53
gross_ar
0.53
eff_ar
0.53
perimeter
0.53
heat_ar
0.52
im_sq_ft
0.52
bld_ar
0.52
fixtures_total
0.50
room_full_bath
0.44
room_total
0.44
fixtures_addl
0.44
base_area_upr
0.41
prior_tot_appr_val
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gunite_pool_grade
0.95
pool_spa_with_heater_grade
0.57
grade_adjustment
0.38
dscr
0.36
market_area_1_dscr
0.29
market_area_2_dscr
0.29
room_half_bath
0.26
fireplace_masonry_firebrick
0.23
story_height_index
0.21
cond_desir_util
0.20
center_code
0.17
school_dist
0.17
exterior_wall
0.16
custom_outdoor_kitchen_grade
0.14
MOST FREQUENT VALUES
0.0
339,703
79.5%
512.0
20,301
4.8%
576.0
4,670
1.1%
480.0
3,401
0.8%
450.0
2,515
0.6%
448.0
2,403
0.6%
420.0
2,186
0.5%
544.0
1,974
0.5%
648.0
1,933
0.5%
720.0
1,384
0.3%
540.0
1,378
0.3%
640.0
1,329
0.3%
800.0
1,297
0.3%
392.0
1,285
0.3%
384.0
1,186
0.3%
SMALLEST VALUES
0.0
339,703
79.5%
1.0
2
0.0%
14.0
1
0.0%
20.0
1
0.0%
22.0
1
0.0%
25.0
1
0.0%
36.0
1
0.0%
40.0
1
0.0%
45.0
1
0.0%
48.0
1
0.0%
50.0
1
0.0%
54.0
1
0.0%
60.0
6
0.0%
70.0
2
0.0%
72.0
7
0.0%
LARGEST VALUES
14400.0
1
0.0%
6336.0
1
0.0%
4462.0
1
0.0%
4000.0
1
0.0%
3400.0
1
0.0%
3087.0
1
0.0%
3000.0
1
0.0%
2800.0
1
0.0%
2714.0
1
0.0%
2600.0
1
0.0%
2554.0
1
0.0%
2552.0
1
0.0%
2460.0
1
0.0%
2451.0
1
0.0%
2400.0
2
0.0%
metal_utility_shed_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
metal_utility_shed_grade
-0.10
room_total
-0.05
carport_residential_uts
0.05
fixtures_total
-0.05
room_bedroom
-0.05
base_area_upr
-0.05
room_full_bath
-0.05
perimeter
-0.04
fixtures_addl
-0.04
frame_detached_garage_uts
-0.04
room_rec
-0.04
lastest_const_year
-0.04
heat_ar
-0.04
im_sq_ft
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.08
market_area_2_dscr
0.08
school_dist
0.07
grade_adjustment
0.06
center_code
0.05
dscr
0.05
foundation_type
0.05
cond_desir_util
0.04
story_height_index
0.04
exterior_wall
0.04
heating_ac
0.04
fireplace_metal_prefab
0.03
physical_condition
0.02
room_half_bath
0.02
MOST FREQUENT VALUES
0.0
408,858
95.7%
120.0
2,462
0.6%
100.0
1,946
0.5%
80.0
833
0.2%
144.0
734
0.2%
160.0
671
0.2%
200.0
555
0.1%
140.0
533
0.1%
96.0
510
0.1%
240.0
482
0.1%
192.0
451
0.1%
128.0
439
0.1%
130.0
329
0.1%
168.0
324
0.1%
288.0
300
0.1%
SMALLEST VALUES
0.0
408,858
95.7%
15.0
1
0.0%
20.0
1
0.0%
24.0
8
0.0%
25.0
1
0.0%
28.0
1
0.0%
30.0
7
0.0%
32.0
5
0.0%
35.0
2
0.0%
36.0
21
0.0%
40.0
8
0.0%
42.0
3
0.0%
48.0
132
0.0%
49.0
5
0.0%
50.0
5
0.0%
LARGEST VALUES
16344.0
1
0.0%
15212.0
1
0.0%
11172.0
1
0.0%
8160.0
1
0.0%
8000.0
1
0.0%
7400.0
1
0.0%
7084.0
1
0.0%
7000.0
1
0.0%
6900.0
1
0.0%
6795.0
1
0.0%
6542.0
1
0.0%
6507.0
1
0.0%
6400.0
1
0.0%
6300.0
1
0.0%
6000.0
1
0.0%
pool_spa_with_heater_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gunite_pool_uts
0.53
perimeter
0.40
gross_ar
0.39
act_ar
0.39
eff_ar
0.39
fixtures_total
0.38
heat_ar
0.38
im_sq_ft
0.38
bld_ar
0.38
fixtures_addl
0.36
base_area_upr
0.33
room_full_bath
0.33
room_total
0.32
date_erected
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pool_spa_with_heater_grade
1.00
gunite_pool_grade
0.59
grade_adjustment
0.30
dscr
0.29
market_area_1_dscr
0.21
market_area_2_dscr
0.21
room_half_bath
0.19
story_height_index
0.17
custom_outdoor_kitchen_grade
0.17
custom_outdoor_kitchen_uts
0.17
school_dist
0.14
exterior_wall
0.14
center_code
0.13
fireplace_metal_prefab
0.13
MOST FREQUENT VALUES
0.0
390,214
91.4%
1.0
36,771
8.6%
2.0
54
0.0%
0.8
22
0.0%
0.75
16
0.0%
0.5
13
0.0%
3.0
5
0.0%
1.5
5
0.0%
0.95
4
0.0%
1.6
2
0.0%
2.5
1
0.0%
1.73
1
0.0%
2.18
1
0.0%
3.03
1
0.0%
2.68
1
0.0%
SMALLEST VALUES
0.0
390,214
91.4%
0.4
1
0.0%
0.5
13
0.0%
0.64
1
0.0%
0.75
16
0.0%
0.8
22
0.0%
0.95
4
0.0%
0.98
1
0.0%
1.0
36,771
8.6%
1.22
1
0.0%
1.27
1
0.0%
1.49
1
0.0%
1.5
5
0.0%
1.6
2
0.0%
1.73
1
0.0%
LARGEST VALUES
5.0
1
0.0%
3.73
1
0.0%
3.03
1
0.0%
3.0
5
0.0%
2.68
1
0.0%
2.5
1
0.0%
2.47
1
0.0%
2.21
1
0.0%
2.18
1
0.0%
2.17
1
0.0%
2.06
1
0.0%
2.0
54
0.0%
1.84
1
0.0%
1.75
1
0.0%
1.74
1
0.0%
reinforced_concrete_pool_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_land_val
0.09
land_val
0.09
prior_tot_appr_val
0.08
act_ar
0.07
gross_ar
0.07
eff_ar
0.07
im_sq_ft
0.07
heat_ar
0.07
bld_ar
0.07
perimeter
0.06
room_full_bath
0.06
room_total
0.05
base_area_pri
0.05
fixtures_total
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
reinforced_concrete_pool_grade
0.95
market_area_1_dscr
0.10
market_area_2_dscr
0.09
fireplace_masonry_firebrick
0.08
grade_adjustment
0.05
center_code
0.05
dscr
0.05
cond_desir_util
0.05
school_dist
0.04
pool_spa_with_heater_grade
0.04
cost_and_design
0.04
room_half_bath
0.04
physical_condition
0.04
fireplace_metal_prefab
0.02
MOST FREQUENT VALUES
0.0
423,414
99.1%
512.0
515
0.1%
576.0
252
0.1%
480.0
191
0.0%
450.0
143
0.0%
420.0
104
0.0%
648.0
95
0.0%
448.0
94
0.0%
800.0
83
0.0%
360.0
74
0.0%
600.0
72
0.0%
384.0
72
0.0%
640.0
70
0.0%
540.0
66
0.0%
336.0
63
0.0%
SMALLEST VALUES
0.0
423,414
99.1%
24.0
1
0.0%
100.0
3
0.0%
120.0
2
0.0%
121.0
1
0.0%
128.0
1
0.0%
132.0
1
0.0%
144.0
2
0.0%
150.0
6
0.0%
156.0
1
0.0%
160.0
4
0.0%
162.0
1
0.0%
168.0
3
0.0%
170.0
1
0.0%
176.0
2
0.0%
LARGEST VALUES
2652.0
1
0.0%
1767.0
1
0.0%
1700.0
1
0.0%
1540.0
1
0.0%
1536.0
1
0.0%
1517.0
1
0.0%
1500.0
3
0.0%
1480.0
1
0.0%
1444.0
1
0.0%
1380.0
1
0.0%
1375.0
1
0.0%
1372.0
1
0.0%
1350.0
1
0.0%
1344.0
1
0.0%
1312.0
1
0.0%
residential_other_gross_value_uts
MISSING:
515,806
(55%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
prior_tot_appr_val
0.17
gross_ar
0.16
act_ar
0.16
eff_ar
0.15
perimeter
0.15
land_val
0.14
heat_ar
0.14
im_sq_ft
0.14
bld_ar
0.14
prior_land_val
0.14
fixtures_total
0.13
room_full_bath
0.12
fixtures_addl
0.11
base_area_pri
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
residential_other_gross_value_grade
0.55
grade_adjustment
0.15
dscr
0.13
market_area_1_dscr
0.11
market_area_2_dscr
0.11
gunite_pool_grade
0.11
room_half_bath
0.10
fireplace_masonry_firebrick
0.09
fireplace_metal_prefab
0.08
exterior_wall
0.05
center_code
0.05
pool_spa_with_heater_grade
0.05
cond_desir_util
0.05
school_dist
0.04
MOST FREQUENT VALUES
0.0
412,639
96.6%
1.0
1,452
0.3%
2.0
1,198
0.3%
3.0
815
0.2%
5.0
614
0.1%
1.5
540
0.1%
2.5
432
0.1%
4.0
290
0.1%
0.5
289
0.1%
10.0
245
0.1%
3.5
119
0.0%
6.0
106
0.0%
8.0
97
0.0%
15.0
91
0.0%
1.74
65
0.0%
SMALLEST VALUES
0.0
412,639
96.6%
0.05
1
0.0%
0.06
1
0.0%
0.07
1
0.0%
0.08
1
0.0%
0.09
7
0.0%
0.1
59
0.0%
0.11
33
0.0%
0.12
32
0.0%
0.13
10
0.0%
0.14
10
0.0%
0.15
9
0.0%
0.16
17
0.0%
0.17
8
0.0%
0.18
11
0.0%
LARGEST VALUES
334.0
1
0.0%
100.0
2
0.0%
70.0
1
0.0%
53.0
1
0.0%
49.0
1
0.0%
47.8
1
0.0%
47.74
1
0.0%
47.69
1
0.0%
42.0
1
0.0%
41.23
1
0.0%
40.95
1
0.0%
40.0
7
0.0%
38.5
1
0.0%
38.38
1
0.0%
38.0
1
0.0%
basic_outdoor_kitchen_grade
MISSING:
940,782
(99%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
1,516
71%
0.068
3.0
417
19%
0.055
2.0
147
7%
0.058
1.0
56
3%
0.080
5.0
14
1%
0.075
ALL
2,150
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
basic_outdoor_kitchen_grade
PROVIDES INFORMATION ON...
pool_spa_with_heater_grade
0.01
gunite_pool_grade
0.00
dscr
0.00
grade_adjustment
0.00
room_half_bath
0.00
story_height_index
0.00
exterior_wall
0.00
fireplace_metal_prefab
0.00
cost_and_design
0.00
heating_ac
0.00
residential_other_gross_value_grade
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
center_code
0.00

THESE FEATURES GIVE INFORMATION
ON basic_outdoor_kitchen_grade:
grade_adjustment
0.15
dscr
0.14
market_area_1_dscr
0.09
market_area_2_dscr
0.09
gunite_pool_grade
0.08
pool_spa_with_heater_grade
0.08
exterior_wall
0.07
center_code
0.05
room_half_bath
0.05
school_dist
0.04
story_height_index
0.04
fireplace_metal_prefab
0.03
cost_and_design
0.02
cond_desir_util
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
basic_outdoor_kitchen_grade
CORRELATION RATIO WITH...
basic_outdoor_kitchen_uts
0.25
gross_ar
0.10
act_ar
0.10
eff_ar
0.09
open_mas_porch_pri
0.09
bld_ar
0.09
heat_ar
0.09
im_sq_ft
0.09
fixtures_total
0.09
room_full_bath
0.08
prior_tot_appr_val
0.08
perimeter
0.08
pool_spa_with_heater_uts
0.08
fixtures_addl
0.08
brick_or_stone_detached_garage_grade
MISSING:
929,252
(99%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
8,456
62%
0.067
5.0
4,556
33%
0.070
3.0
561
4%
0.062
2.0
70
1%
0.068
6.0
26
0%
0.075
3.5
6
0%
0.049
1.0
3
0%
0.040
4.5
1
0%
0.100
2.5
1
0%
-0.129
ALL
13,680
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
brick_or_stone_detached_garage_grade
PROVIDES INFORMATION ON...
fireplace_masonry_firebrick
0.00
gunite_pool_grade
0.00
custom_outdoor_kitchen_uts
0.00
custom_outdoor_kitchen_grade
0.00
dscr
0.00
pool_spa_with_heater_grade
0.00
reinforced_concrete_pool_grade
0.00
heating_ac
0.00
residential_other_gross_value_grade
0.00
grade_adjustment
0.00
basic_outdoor_kitchen_grade
0.00
foundation_type
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
exterior_wall
0.00

THESE FEATURES GIVE INFORMATION
ON brick_or_stone_detached_garage_grade:
market_area_1_dscr
0.05
market_area_2_dscr
0.05
grade_adjustment
0.04
dscr
0.03
fireplace_masonry_firebrick
0.03
exterior_wall
0.02
school_dist
0.02
center_code
0.02
gunite_pool_grade
0.01
room_half_bath
0.01
cond_desir_util
0.01
heating_ac
0.01
story_height_index
0.01
foundation_type
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
brick_or_stone_detached_garage_grade
CORRELATION RATIO WITH...
brick_or_stone_detached_garage_uts
0.93
mas_brk_garage_pri
0.11
bld_ar
0.08
heat_ar
0.08
im_sq_ft
0.08
eff_ar
0.08
prior_tot_appr_val
0.08
base_area_pri
0.07
open_mas_porch_pri
0.07
fixtures_total
0.07
prior_land_val
0.07
land_val
0.07
gross_ar
0.07
act_ar
0.07
canopy_residential_grade
MISSING:
862,530
(91%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
carport_residential_grade
0.51
frame_utility_shed_grade
0.47
metal_utility_shed_grade
0.43
frame_detached_garage_grade
0.33
fixtures_total
-0.32
date_erected
-0.31
fixtures_addl
-0.31
perimeter
-0.30
lastest_const_year
-0.29
eff_ar
-0.29
heat_ar
-0.28
im_sq_ft
-0.28
gross_ar
-0.28
bld_ar
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.19
market_area_1_dscr
0.19
school_dist
0.17
grade_adjustment
0.14
story_height_index
0.14
center_code
0.13
dscr
0.12
exterior_wall
0.11
room_half_bath
0.10
fireplace_metal_prefab
0.06
cost_and_design
0.06
cond_desir_util
0.05
heating_ac
0.03
foundation_repaired_grade
0.03
MOST FREQUENT VALUES
5.0
40,127
49.9%
4.0
37,512
46.7%
6.0
1,007
1.3%
3.0
755
0.9%
4.5
483
0.6%
2.0
206
0.3%
1.0
112
0.1%
5.5
53
0.1%
4.666666666666667
42
0.1%
4.333333333333333
35
0.0%
3.5
26
0.0%
4.25
7
0.0%
5.333333333333333
7
0.0%
3.6666666666666665
5
0.0%
2.5
5
0.0%
SMALLEST VALUES
1.0
112
0.1%
1.5
1
0.0%
2.0
206
0.3%
2.5
5
0.0%
3.0
755
0.9%
3.3333333333333335
4
0.0%
3.5
26
0.0%
3.6666666666666665
5
0.0%
3.75
2
0.0%
4.0
37,512
46.7%
4.2
1
0.0%
4.25
7
0.0%
4.333333333333333
35
0.0%
4.4
1
0.0%
4.5
483
0.6%
LARGEST VALUES
6.0
1,007
1.3%
5.666666666666667
4
0.0%
5.5
53
0.1%
5.333333333333333
7
0.0%
5.25
1
0.0%
5.0
40,127
49.9%
4.833333333333333
1
0.0%
4.75
4
0.0%
4.666666666666667
42
0.1%
4.6
1
0.0%
4.5
483
0.6%
4.4
1
0.0%
4.333333333333333
35
0.0%
4.25
7
0.0%
4.2
1
0.0%
carport_residential_grade
MISSING:
870,220
(92%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
0.51
frame_detached_garage_grade
0.42
frame_utility_shed_grade
0.38
metal_utility_shed_grade
0.38
fixtures_total
-0.26
date_erected
-0.24
room_full_bath
-0.23
heat_ar
-0.23
im_sq_ft
-0.23
eff_ar
-0.23
fixtures_addl
-0.23
bld_ar
-0.22
lastest_const_year
-0.22
gross_ar
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.31
market_area_1_dscr
0.31
grade_adjustment
0.29
center_code
0.27
exterior_wall
0.25
school_dist
0.23
dscr
0.22
heating_ac
0.22
story_height_index
0.18
foundation_type
0.17
fireplace_metal_prefab
0.16
cond_desir_util
0.16
room_half_bath
0.12
physical_condition
0.10
MOST FREQUENT VALUES
5.0
47,777
65.7%
4.0
21,794
30.0%
6.0
1,521
2.1%
3.0
890
1.2%
4.5
487
0.7%
2.0
104
0.1%
5.5
53
0.1%
4.333333333333333
33
0.0%
4.666666666666667
16
0.0%
1.0
14
0.0%
3.5
11
0.0%
4.25
3
0.0%
3.6666666666666665
2
0.0%
3.75
2
0.0%
5.666666666666667
2
0.0%
SMALLEST VALUES
1.0
14
0.0%
2.0
104
0.1%
3.0
890
1.2%
3.5
11
0.0%
3.6666666666666665
2
0.0%
3.75
2
0.0%
3.8333333333333335
1
0.0%
4.0
21,794
30.0%
4.25
3
0.0%
4.333333333333333
33
0.0%
4.5
487
0.7%
4.6
1
0.0%
4.666666666666667
16
0.0%
5.0
47,777
65.7%
5.333333333333333
1
0.0%
LARGEST VALUES
6.0
1,521
2.1%
5.666666666666667
2
0.0%
5.5
53
0.1%
5.333333333333333
1
0.0%
5.0
47,777
65.7%
4.666666666666667
16
0.0%
4.6
1
0.0%
4.5
487
0.7%
4.333333333333333
33
0.0%
4.25
3
0.0%
4.0
21,794
30.0%
3.8333333333333335
1
0.0%
3.75
2
0.0%
3.6666666666666665
2
0.0%
3.5
11
0.0%
cracked_slab_grade
MISSING:
926,858
(98%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
16,062
99%
0.087
5.0
8
0%
0.107
6.0
2
0%
0.000
3.0
2
0%
0.110
ALL
16,074
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cracked_slab_grade
PROVIDES INFORMATION ON...
heating_ac
0.01
physical_condition
0.01
fireplace_metal_prefab
0.01
foundation_type
0.00
story_height_index
0.00
cond_desir_util
0.00
foundation_repaired_grade
0.00
school_dist
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
center_code
0.00
cost_and_design
0.00
exterior_wall
0.00
custom_outdoor_kitchen_uts
0.00

THESE FEATURES GIVE INFORMATION
ON cracked_slab_grade:
market_area_2_dscr
0.12
market_area_1_dscr
0.12
school_dist
0.09
center_code
0.07
cond_desir_util
0.05
fireplace_metal_prefab
0.04
story_height_index
0.04
physical_condition
0.04
exterior_wall
0.04
heating_ac
0.03
grade_adjustment
0.02
foundation_type
0.02
cost_and_design
0.02
room_half_bath
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cracked_slab_grade
CORRELATION RATIO WITH...
cracked_slab_uts
0.94
lastest_const_year
0.13
date_erected
0.13
fixtures_total
0.09
fixtures_addl
0.09
room_full_bath
0.08
base_area_upr
0.07
perimeter
0.06
heat_ar
0.06
bld_ar
0.06
im_sq_ft
0.06
eff_ar
0.05
room_total
0.05
gross_ar
0.05
custom_outdoor_kitchen_grade
MISSING:
938,830
(99%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
2,164
53%
0.056
3.0
900
22%
0.067
2.0
747
18%
0.103
1.0
221
5%
0.094
5.0
66
2%
0.043
6.0
3
0%
0.227
1.5
1
0%
0.100
ALL
4,102
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
custom_outdoor_kitchen_grade
PROVIDES INFORMATION ON...
custom_outdoor_kitchen_uts
0.99
pool_spa_with_heater_grade
0.04
gunite_pool_grade
0.02
dscr
0.01
room_half_bath
0.01
grade_adjustment
0.01
fireplace_metal_prefab
0.00
cost_and_design
0.00
exterior_wall
0.00
story_height_index
0.00
residential_other_gross_value_grade
0.00
fireplace_masonry_firebrick
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
market_area_1_dscr
0.00

THESE FEATURES GIVE INFORMATION
ON custom_outdoor_kitchen_grade:
custom_outdoor_kitchen_uts
0.84
grade_adjustment
0.31
dscr
0.29
gunite_pool_grade
0.21
pool_spa_with_heater_grade
0.20
market_area_1_dscr
0.16
market_area_2_dscr
0.16
exterior_wall
0.15
room_half_bath
0.12
fireplace_metal_prefab
0.10
cost_and_design
0.08
center_code
0.08
story_height_index
0.07
school_dist
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
custom_outdoor_kitchen_grade
CORRELATION RATIO WITH...
prior_tot_appr_val
0.28
gross_ar
0.23
act_ar
0.23
eff_ar
0.22
bld_ar
0.21
heat_ar
0.21
im_sq_ft
0.21
fixtures_total
0.19
perimeter
0.19
room_full_bath
0.18
prior_land_val
0.18
land_val
0.18
pool_spa_with_heater_uts
0.17
open_mas_porch_pri
0.17
foundation_repaired_grade
MISSING:
925,473
(98%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
17,434
99%
0.085
5.0
23
0%
0.083
1.0
1
0%
0.000
3.0
1
0%
0.100
ALL
17,459
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
foundation_repaired_grade
PROVIDES INFORMATION ON...
cost_and_design
0.01
foundation_type
0.01
fireplace_metal_prefab
0.00
physical_condition
0.00
center_code
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
story_height_index
0.00
cracked_slab_grade
0.00
school_dist
0.00
fireplace_masonry_firebrick
0.00
cond_desir_util
0.00
exterior_wall
0.00
room_half_bath
0.00

THESE FEATURES GIVE INFORMATION
ON foundation_repaired_grade:
market_area_2_dscr
0.16
market_area_1_dscr
0.16
center_code
0.10
school_dist
0.09
cost_and_design
0.05
fireplace_metal_prefab
0.04
story_height_index
0.03
physical_condition
0.03
exterior_wall
0.02
cond_desir_util
0.02
foundation_type
0.02
grade_adjustment
0.02
fireplace_masonry_firebrick
0.01
dscr
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foundation_repaired_grade
CORRELATION RATIO WITH...
foundation_repaired_uts
0.96
date_erected
0.11
yr_remodel
0.09
fixtures_addl
0.07
lastest_const_year
0.07
base_area_upr
0.06
prior_land_val
0.05
land_val
0.05
fixtures_total
0.05
base_area_pri
0.05
mas_conc_patio_pri
0.04
frame_detached_garage_grade
0.04
frame_detached_garage_uts
0.04
perimeter
0.03
frame_detached_garage_grade
MISSING:
763,217
(81%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
carport_residential_grade
0.42
frame_utility_shed_grade
0.38
canopy_residential_grade
0.33
metal_utility_shed_grade
0.30
date_erected
-0.24
eff_ar
-0.24
gross_ar
-0.24
act_ar
-0.23
room_full_bath
-0.23
lastest_const_year
-0.23
heat_ar
-0.23
bld_ar
-0.23
im_sq_ft
-0.23
perimeter
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
fireplace_masonry_firebrick
0.31
grade_adjustment
0.28
market_area_2_dscr
0.26
market_area_1_dscr
0.26
dscr
0.26
cond_desir_util
0.19
fireplace_metal_prefab
0.15
exterior_wall
0.14
cost_and_design
0.13
gunite_pool_grade
0.13
school_dist
0.12
physical_condition
0.12
foundation_type
0.12
story_height_index
0.10
MOST FREQUENT VALUES
5.0
97,321
54.2%
4.0
77,700
43.2%
3.0
2,320
1.3%
6.0
1,863
1.0%
2.0
236
0.1%
4.5
194
0.1%
1.0
31
0.0%
3.5
24
0.0%
5.5
11
0.0%
4.333333333333333
6
0.0%
4.666666666666667
3
0.0%
5.333333333333333
2
0.0%
5.666666666666667
2
0.0%
3.6666666666666665
1
0.0%
2.5
1
0.0%
SMALLEST VALUES
1.0
31
0.0%
2.0
236
0.1%
2.5
1
0.0%
3.0
2,320
1.3%
3.5
24
0.0%
3.6666666666666665
1
0.0%
4.0
77,700
43.2%
4.333333333333333
6
0.0%
4.5
194
0.1%
4.666666666666667
3
0.0%
5.0
97,321
54.2%
5.333333333333333
2
0.0%
5.5
11
0.0%
5.666666666666667
2
0.0%
6.0
1,863
1.0%
LARGEST VALUES
6.0
1,863
1.0%
5.666666666666667
2
0.0%
5.5
11
0.0%
5.333333333333333
2
0.0%
5.0
97,321
54.2%
4.666666666666667
3
0.0%
4.5
194
0.1%
4.333333333333333
6
0.0%
4.0
77,700
43.2%
3.6666666666666665
1
0.0%
3.5
24
0.0%
3.0
2,320
1.3%
2.5
1
0.0%
2.0
236
0.1%
1.0
31
0.0%
frame_detached_garage_w_living_area_abov_grade
MISSING:
935,954
(99%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
4,009
57%
0.072
3.0
1,427
20%
0.071
5.0
1,349
19%
0.071
2.0
119
2%
0.077
6.0
58
1%
0.079
1.0
13
0%
0.026
5.5
1
0%
0.962
4.5
1
0%
0.100
2.5
1
0%
0.061
ALL
6,978
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
frame_detached_garage_w_living_area_abov_grade
PROVIDES INFORMATION ON...
cost_and_design
0.01
foundation_type
0.00
dscr
0.00
reinforced_concrete_pool_grade
0.00
custom_outdoor_kitchen_uts
0.00
gunite_pool_grade
0.00
custom_outdoor_kitchen_grade
0.00
story_height_index
0.00
fireplace_masonry_firebrick
0.00
pool_spa_with_heater_grade
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00
grade_adjustment
0.00
room_half_bath
0.00

THESE FEATURES GIVE INFORMATION
ON frame_detached_garage_w_living_area_abov_grade:
market_area_1_dscr
0.14
market_area_2_dscr
0.14
cost_and_design
0.07
grade_adjustment
0.07
center_code
0.07
dscr
0.07
school_dist
0.04
story_height_index
0.04
fireplace_masonry_firebrick
0.02
room_half_bath
0.02
foundation_type
0.02
gunite_pool_grade
0.02
cond_desir_util
0.02
exterior_wall
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
frame_detached_garage_w_living_area_abov_grade
CORRELATION RATIO WITH...
frame_detached_garage_w_living_area_abov_uts
0.94
land_val
0.14
prior_land_val
0.14
prior_tot_appr_val
0.14
mas_brk_garage_pri
0.08
fixtures_total
0.08
room_full_bath
0.08
base_area_upr
0.08
im_sq_ft
0.07
heat_ar
0.07
bld_ar
0.07
fixtures_addl
0.06
eff_ar
0.06
room_total
0.06
frame_utility_shed_grade
MISSING:
855,520
(91%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
0.47
metal_utility_shed_grade
0.41
carport_residential_grade
0.38
frame_detached_garage_grade
0.38
fixtures_total
-0.24
lastest_const_year
-0.22
date_erected
-0.22
fixtures_addl
-0.21
room_full_bath
-0.21
gross_ar
-0.21
act_ar
-0.21
eff_ar
-0.21
perimeter
-0.21
heat_ar
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.24
market_area_1_dscr
0.24
grade_adjustment
0.21
school_dist
0.20
center_code
0.19
dscr
0.18
story_height_index
0.15
exterior_wall
0.13
heating_ac
0.12
foundation_type
0.11
fireplace_metal_prefab
0.10
cond_desir_util
0.10
room_half_bath
0.10
physical_condition
0.07
MOST FREQUENT VALUES
5.0
42,222
48.3%
4.0
40,595
46.4%
3.0
1,702
1.9%
6.0
1,388
1.6%
4.5
824
0.9%
2.0
278
0.3%
3.5
122
0.1%
1.0
100
0.1%
5.5
55
0.1%
4.333333333333333
49
0.1%
4.666666666666667
39
0.0%
3.6666666666666665
11
0.0%
4.25
5
0.0%
4.75
5
0.0%
4.2
3
0.0%
SMALLEST VALUES
1.0
100
0.1%
1.5
1
0.0%
2.0
278
0.3%
2.5
2
0.0%
2.6666666666666665
1
0.0%
2.75
1
0.0%
3.0
1,702
1.9%
3.3333333333333335
2
0.0%
3.5
122
0.1%
3.6666666666666665
11
0.0%
4.0
40,595
46.4%
4.166666666666667
1
0.0%
4.2
3
0.0%
4.25
5
0.0%
4.333333333333333
49
0.1%
LARGEST VALUES
6.0
1,388
1.6%
5.666666666666667
2
0.0%
5.5
55
0.1%
5.333333333333333
1
0.0%
5.25
2
0.0%
5.0
42,222
48.3%
4.8
1
0.0%
4.75
5
0.0%
4.666666666666667
39
0.0%
4.5
824
0.9%
4.333333333333333
49
0.1%
4.25
5
0.0%
4.2
3
0.0%
4.166666666666667
1
0.0%
4.0
40,595
46.4%
gunite_pool_grade
MISSING:
855,509
(91%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
77,719
89%
0.067
3.0
5,957
7%
0.057
2.0
2,062
2%
0.068
5.0
1,111
1%
0.071
1.0
462
1%
0.093
6.0
107
0%
0.063
3.5
3
0%
0.006
1.5
2
0%
-0.038
ALL
87,423
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
gunite_pool_grade
PROVIDES INFORMATION ON...
pool_spa_with_heater_grade
0.52
custom_outdoor_kitchen_uts
0.23
custom_outdoor_kitchen_grade
0.21
basic_outdoor_kitchen_grade
0.08
residential_other_gross_value_grade
0.06
dscr
0.05
fireplace_masonry_firebrick
0.04
room_half_bath
0.03
grade_adjustment
0.03
story_height_index
0.03
heating_ac
0.02
frame_detached_garage_w_living_area_abov_grade
0.02
cond_desir_util
0.02
brick_or_stone_detached_garage_grade
0.01

THESE FEATURES GIVE INFORMATION
ON gunite_pool_grade:
pool_spa_with_heater_grade
0.27
grade_adjustment
0.18
dscr
0.16
market_area_1_dscr
0.12
market_area_2_dscr
0.12
room_half_bath
0.07
story_height_index
0.06
fireplace_masonry_firebrick
0.06
center_code
0.06
cond_desir_util
0.05
school_dist
0.05
exterior_wall
0.05
heating_ac
0.03
cost_and_design
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
gunite_pool_grade
CORRELATION RATIO WITH...
gunite_pool_uts
0.95
pool_spa_with_heater_uts
0.59
eff_ar
0.42
heat_ar
0.41
im_sq_ft
0.41
bld_ar
0.41
act_ar
0.41
gross_ar
0.41
prior_tot_appr_val
0.40
perimeter
0.37
fixtures_total
0.36
room_full_bath
0.33
room_total
0.33
fixtures_addl
0.30
metal_utility_shed_grade
MISSING:
924,664
(98%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
canopy_residential_grade
0.43
frame_utility_shed_grade
0.41
carport_residential_grade
0.38
frame_detached_garage_grade
0.30
date_erected
-0.23
fixtures_total
-0.22
fixtures_addl
-0.21
act_ar
-0.20
gross_ar
-0.20
lastest_const_year
-0.20
eff_ar
-0.20
perimeter
-0.20
heat_ar
-0.19
im_sq_ft
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.12
market_area_2_dscr
0.12
grade_adjustment
0.11
school_dist
0.10
dscr
0.09
center_code
0.09
story_height_index
0.08
exterior_wall
0.07
heating_ac
0.07
cond_desir_util
0.06
foundation_type
0.06
fireplace_metal_prefab
0.06
room_half_bath
0.05
physical_condition
0.04
MOST FREQUENT VALUES
5.0
10,721
58.7%
4.0
6,559
35.9%
6.0
510
2.8%
3.0
236
1.3%
4.5
123
0.7%
2.0
43
0.2%
5.5
26
0.1%
3.5
14
0.1%
4.666666666666667
11
0.1%
4.333333333333333
10
0.1%
1.0
6
0.0%
4.75
3
0.0%
5.666666666666667
2
0.0%
4.25
1
0.0%
4.6
1
0.0%
SMALLEST VALUES
1.0
6
0.0%
2.0
43
0.2%
2.5
1
0.0%
3.0
236
1.3%
3.5
14
0.1%
4.0
6,559
35.9%
4.25
1
0.0%
4.333333333333333
10
0.1%
4.5
123
0.7%
4.6
1
0.0%
4.666666666666667
11
0.1%
4.75
3
0.0%
5.0
10,721
58.7%
5.333333333333333
1
0.0%
5.5
26
0.1%
LARGEST VALUES
6.0
510
2.8%
5.666666666666667
2
0.0%
5.5
26
0.1%
5.333333333333333
1
0.0%
5.0
10,721
58.7%
4.75
3
0.0%
4.666666666666667
11
0.1%
4.6
1
0.0%
4.5
123
0.7%
4.333333333333333
10
0.1%
4.25
1
0.0%
4.0
6,559
35.9%
3.5
14
0.1%
3.0
236
1.3%
2.5
1
0.0%
pool_spa_with_heater_grade
MISSING:
906,020
(96%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
32,488
88%
0.061
3.0
2,839
8%
0.056
2.0
1,129
3%
0.075
1.0
232
1%
0.108
5.0
208
1%
0.072
6.0
16
0%
0.057
ALL
36,912
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pool_spa_with_heater_grade
PROVIDES INFORMATION ON...
gunite_pool_grade
0.27
custom_outdoor_kitchen_uts
0.21
custom_outdoor_kitchen_grade
0.20
basic_outdoor_kitchen_grade
0.08
dscr
0.03
room_half_bath
0.02
story_height_index
0.02
grade_adjustment
0.02
reinforced_concrete_pool_grade
0.02
heating_ac
0.01
fireplace_masonry_firebrick
0.01
residential_other_gross_value_grade
0.01
fireplace_metal_prefab
0.01
frame_detached_garage_w_living_area_abov_grade
0.01

THESE FEATURES GIVE INFORMATION
ON pool_spa_with_heater_grade:
gunite_pool_grade
0.52
grade_adjustment
0.19
dscr
0.17
market_area_1_dscr
0.13
market_area_2_dscr
0.13
room_half_bath
0.08
story_height_index
0.08
school_dist
0.07
center_code
0.07
exterior_wall
0.05
cond_desir_util
0.04
custom_outdoor_kitchen_grade
0.04
custom_outdoor_kitchen_uts
0.03
fireplace_metal_prefab
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pool_spa_with_heater_grade
CORRELATION RATIO WITH...
pool_spa_with_heater_uts
1.00
gunite_pool_uts
0.57
eff_ar
0.32
gross_ar
0.32
act_ar
0.32
heat_ar
0.32
bld_ar
0.32
im_sq_ft
0.32
prior_tot_appr_val
0.30
perimeter
0.29
fixtures_total
0.29
room_full_bath
0.26
fixtures_addl
0.25
room_total
0.25
reinforced_concrete_pool_grade
MISSING:
939,220
(99%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
3,517
95%
0.078
5.0
89
2%
0.062
3.0
77
2%
0.085
2.0
16
0%
0.078
6.0
11
0%
0.131
1.0
2
0%
0.050
ALL
3,712
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
reinforced_concrete_pool_grade
PROVIDES INFORMATION ON...
fireplace_masonry_firebrick
0.00
pool_spa_with_heater_grade
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
residential_other_gross_value_grade
0.00
gunite_pool_grade
0.00
dscr
0.00
heating_ac
0.00
cost_and_design
0.00
cond_desir_util
0.00
brick_or_stone_detached_garage_grade
0.00
physical_condition
0.00
custom_outdoor_kitchen_grade
0.00
market_area_1_dscr
0.00
market_area_2_dscr
0.00

THESE FEATURES GIVE INFORMATION
ON reinforced_concrete_pool_grade:
market_area_1_dscr
0.09
market_area_2_dscr
0.09
fireplace_masonry_firebrick
0.07
grade_adjustment
0.04
center_code
0.03
dscr
0.03
cond_desir_util
0.03
school_dist
0.02
cost_and_design
0.02
physical_condition
0.02
pool_spa_with_heater_grade
0.02
room_half_bath
0.01
gunite_pool_grade
0.01
heating_ac
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
reinforced_concrete_pool_grade
CORRELATION RATIO WITH...
reinforced_concrete_pool_uts
0.95
prior_land_val
0.08
land_val
0.08
prior_tot_appr_val
0.07
im_sq_ft
0.05
eff_ar
0.05
heat_ar
0.05
bld_ar
0.05
act_ar
0.05
gross_ar
0.05
room_total
0.04
room_full_bath
0.04
perimeter
0.04
base_area_pri
0.04
residential_other_gross_value_grade
MISSING:
928,435
(98%)
TOP CATEGORIES
yy_pct_change
(avg)
4.0
13,763
95%
0.069
3.0
317
2%
0.050
5.0
293
2%
0.079
2.0
53
0%
0.053
6.0
39
0%
0.051
1.0
21
0%
0.084
4.5
5
0%
0.025
3.5
4
0%
0.042
3.3333333333333335
1
0%
0.013
4.666666666666667
1
0%
0.091
ALL
14,497
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
residential_other_gross_value_grade
PROVIDES INFORMATION ON...
gunite_pool_grade
0.01
custom_outdoor_kitchen_grade
0.01
custom_outdoor_kitchen_uts
0.00
reinforced_concrete_pool_grade
0.00
fireplace_masonry_firebrick
0.00
pool_spa_with_heater_grade
0.00
dscr
0.00
basic_outdoor_kitchen_grade
0.00
room_half_bath
0.00
brick_or_stone_detached_garage_grade
0.00
grade_adjustment
0.00
frame_detached_garage_w_living_area_abov_grade
0.00
story_height_index
0.00
fireplace_metal_prefab
0.00

THESE FEATURES GIVE INFORMATION
ON residential_other_gross_value_grade:
gunite_pool_grade
0.06
market_area_1_dscr
0.04
market_area_2_dscr
0.04
grade_adjustment
0.04
dscr
0.04
fireplace_masonry_firebrick
0.03
room_half_bath
0.02
center_code
0.02
school_dist
0.02
cond_desir_util
0.01
exterior_wall
0.01
story_height_index
0.01
fireplace_metal_prefab
0.01
pool_spa_with_heater_grade
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
residential_other_gross_value_grade
CORRELATION RATIO WITH...
residential_other_gross_value_uts
0.55
gunite_pool_uts
0.12
prior_tot_appr_val
0.12
act_ar
0.12
gross_ar
0.12
eff_ar
0.12
im_sq_ft
0.11
bld_ar
0.11
heat_ar
0.11
perimeter
0.10
land_val
0.10
prior_land_val
0.10
fixtures_total
0.09
room_full_bath
0.09
base_area_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
eff_ar
0.55
gross_ar
0.53
act_ar
0.53
heat_ar
0.51
bld_ar
0.51
im_sq_ft
0.51
prior_tot_appr_val
0.41
room_full_bath
0.40
room_total
0.34
open_mas_porch_pri
0.33
fixtures_total
0.32
prior_land_val
0.29
land_val
0.29
room_bedroom
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.46
exterior_wall
0.42
dscr
0.42
market_area_1_dscr
0.40
market_area_2_dscr
0.40
center_code
0.30
story_height_index
0.28
school_dist
0.25
heating_ac
0.23
gunite_pool_grade
0.22
room_half_bath
0.22
fireplace_metal_prefab
0.20
fireplace_masonry_firebrick
0.19
foundation_type
0.19
MOST FREQUENT VALUES
1200.0
2,757
0.3%
960.0
2,549
0.3%
1008.0
2,428
0.3%
720.0
2,231
0.2%
1080.0
2,049
0.2%
900.0
1,925
0.2%
840.0
1,913
0.2%
864.0
1,895
0.2%
1176.0
1,848
0.2%
1152.0
1,801
0.2%
1140.0
1,774
0.2%
1120.0
1,767
0.2%
1440.0
1,753
0.2%
1260.0
1,729
0.2%
1064.0
1,680
0.2%
SMALLEST VALUES
0.0
332
0.0%
21.0
1
0.0%
24.0
3
0.0%
30.0
1
0.0%
33.0
1
0.0%
35.0
1
0.0%
42.0
1
0.0%
54.0
2
0.0%
64.0
1
0.0%
65.0
1
0.0%
70.0
1
0.0%
74.0
1
0.0%
77.0
1
0.0%
80.0
4
0.0%
84.0
3
0.0%
LARGEST VALUES
13451.0
1
0.0%
12270.0
1
0.0%
11968.0
1
0.0%
11136.0
1
0.0%
10720.0
1
0.0%
10545.0
1
0.0%
10541.0
1
0.0%
10425.0
1
0.0%
10399.0
1
0.0%
10199.0
1
0.0%
10042.0
1
0.0%
9979.0
1
0.0%
9847.0
1
0.0%
9812.0
1
0.0%
9628.0
1
0.0%
base_area_upr
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter
0.82
heat_ar
0.76
bld_ar
0.76
im_sq_ft
0.75
fixtures_total
0.74
eff_ar
0.72
gross_ar
0.70
act_ar
0.70
room_total
0.65
fixtures_addl
0.60
room_full_bath
0.59
room_bedroom
0.56
room_rec
0.53
prior_tot_appr_val
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
0.88
room_half_bath
0.65
grade_adjustment
0.60
dscr
0.56
exterior_wall
0.44
market_area_1_dscr
0.43
market_area_2_dscr
0.43
gunite_pool_grade
0.29
center_code
0.29
school_dist
0.26
cost_and_design
0.25
pool_spa_with_heater_grade
0.24
fireplace_metal_prefab
0.24
heating_ac
0.21
MOST FREQUENT VALUES
0.0
614,692
65.2%
900.0
1,231
0.1%
1190.0
1,227
0.1%
960.0
1,178
0.1%
1260.0
1,152
0.1%
1080.0
1,102
0.1%
1140.0
1,014
0.1%
870.0
1,008
0.1%
720.0
998
0.1%
840.0
967
0.1%
1020.0
950
0.1%
1040.0
934
0.1%
1120.0
931
0.1%
1200.0
928
0.1%
756.0
883
0.1%
SMALLEST VALUES
0.0
614,692
65.2%
35.0
1
0.0%
54.0
1
0.0%
64.0
1
0.0%
65.0
1
0.0%
80.0
4
0.0%
84.0
3
0.0%
88.0
3
0.0%
95.0
1
0.0%
96.0
8
0.0%
99.0
5
0.0%
100.0
7
0.0%
103.0
2
0.0%
105.0
2
0.0%
108.0
2
0.0%
LARGEST VALUES
12950.0
1
0.0%
9244.0
1
0.0%
9066.0
1
0.0%
8665.0
1
0.0%
8429.0
1
0.0%
8290.0
1
0.0%
8082.0
1
0.0%
8032.0
1
0.0%
7877.0
1
0.0%
7702.0
1
0.0%
7682.0
1
0.0%
7674.0
1
0.0%
7252.0
1
0.0%
7158.0
1
0.0%
7097.0
1
0.0%
frame_garage_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mas_brk_garage_pri
-0.34
frame_detached_garage_uts
-0.19
prior_tot_appr_val
0.18
prior_land_val
0.15
land_val
0.15
perimeter
0.14
gross_ar
0.13
act_ar
0.13
open_frame_porch_pri
0.12
gunite_pool_uts
0.11
eff_ar
0.10
one_story_frame_upr
0.10
one_story_frame_pri
0.09
base_area_upr
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
exterior_wall
0.36
grade_adjustment
0.25
market_area_1_dscr
0.22
market_area_2_dscr
0.22
dscr
0.21
center_code
0.16
school_dist
0.16
cost_and_design
0.14
fireplace_metal_prefab
0.13
gunite_pool_grade
0.10
room_half_bath
0.09
story_height_index
0.09
custom_outdoor_kitchen_grade
0.08
custom_outdoor_kitchen_uts
0.08
MOST FREQUENT VALUES
0.0
833,798
88.4%
400.0
9,784
1.0%
420.0
5,856
0.6%
380.0
5,637
0.6%
240.0
3,758
0.4%
399.0
3,507
0.4%
440.0
3,174
0.3%
220.0
3,106
0.3%
264.0
2,607
0.3%
462.0
2,418
0.3%
288.0
2,007
0.2%
300.0
1,934
0.2%
200.0
1,725
0.2%
480.0
1,712
0.2%
360.0
1,632
0.2%
SMALLEST VALUES
0.0
833,798
88.4%
6.0
1
0.0%
16.0
1
0.0%
18.0
1
0.0%
20.0
2
0.0%
24.0
1
0.0%
28.0
4
0.0%
30.0
1
0.0%
32.0
1
0.0%
35.0
1
0.0%
36.0
5
0.0%
40.0
2
0.0%
44.0
3
0.0%
50.0
3
0.0%
51.0
1
0.0%
LARGEST VALUES
3120.0
1
0.0%
2914.0
1
0.0%
2710.0
1
0.0%
2380.0
1
0.0%
2344.0
1
0.0%
2320.0
1
0.0%
2287.0
1
0.0%
2202.0
1
0.0%
2196.0
1
0.0%
2100.0
1
0.0%
2083.0
1
0.0%
2012.0
1
0.0%
1950.0
1
0.0%
1948.0
1
0.0%
1932.0
1
0.0%
mas_brk_garage_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
frame_detached_garage_uts
-0.45
date_erected
0.41
frame_garage_pri
-0.34
lastest_const_year
0.32
gross_ar
0.30
act_ar
0.30
room_full_bath
0.26
open_mas_porch_pri
0.25
eff_ar
0.24
perimeter
0.24
gunite_pool_uts
0.24
base_area_pri
0.23
fixtures_total
0.23
zip_code
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_2_dscr
0.42
market_area_1_dscr
0.42
exterior_wall
0.40
grade_adjustment
0.39
center_code
0.37
school_dist
0.36
foundation_type
0.32
dscr
0.31
heating_ac
0.31
fireplace_metal_prefab
0.30
cond_desir_util
0.24
physical_condition
0.21
cost_and_design
0.17
story_height_index
0.13
MOST FREQUENT VALUES
0.0
437,551
46.4%
400.0
79,164
8.4%
420.0
64,371
6.8%
440.0
40,983
4.3%
380.0
21,331
2.3%
462.0
18,634
2.0%
460.0
16,567
1.8%
441.0
16,347
1.7%
480.0
13,966
1.5%
399.0
13,009
1.4%
484.0
11,307
1.2%
506.0
9,437
1.0%
418.0
7,978
0.8%
483.0
7,653
0.8%
360.0
5,814
0.6%
SMALLEST VALUES
0.0
437,551
46.4%
8.0
1
0.0%
14.0
1
0.0%
15.0
1
0.0%
16.0
2
0.0%
18.0
1
0.0%
20.0
2
0.0%
25.0
3
0.0%
26.0
1
0.0%
27.0
1
0.0%
28.0
1
0.0%
30.0
3
0.0%
32.0
1
0.0%
35.0
2
0.0%
36.0
1
0.0%
LARGEST VALUES
3250.0
1
0.0%
3134.0
1
0.0%
2840.0
1
0.0%
2826.0
1
0.0%
2763.0
1
0.0%
2640.0
1
0.0%
2558.0
1
0.0%
2514.0
1
0.0%
2453.0
1
0.0%
2428.0
1
0.0%
2425.0
1
0.0%
2400.0
1
0.0%
2269.0
2
0.0%
2253.0
1
0.0%
2224.0
1
0.0%
mas_conc_patio_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
act_ar
0.18
gross_ar
0.18
canopy_residential_uts
0.13
base_area_pri
0.12
eff_ar
0.10
im_sq_ft
0.10
heat_ar
0.10
bld_ar
0.10
room_total
0.09
prior_land_val
0.09
land_val
0.09
room_bedroom
0.09
prior_tot_appr_val
0.07
room_full_bath
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
market_area_1_dscr
0.16
market_area_2_dscr
0.16
fireplace_masonry_firebrick
0.14
center_code
0.13
grade_adjustment
0.12
dscr
0.10
school_dist
0.09
cond_desir_util
0.09
exterior_wall
0.09
foundation_type
0.08
heating_ac
0.07
cost_and_design
0.07
physical_condition
0.07
gunite_pool_grade
0.07
MOST FREQUENT VALUES
0.0
829,628
88.0%
200.0
4,672
0.5%
240.0
4,141
0.4%
100.0
3,350
0.4%
120.0
2,470
0.3%
300.0
2,139
0.2%
216.0
1,852
0.2%
280.0
1,759
0.2%
144.0
1,720
0.2%
220.0
1,698
0.2%
288.0
1,618
0.2%
360.0
1,554
0.2%
210.0
1,525
0.2%
252.0
1,511
0.2%
180.0
1,478
0.2%
SMALLEST VALUES
0.0
829,628
88.0%
5.0
2
0.0%
7.0
1
0.0%
8.0
7
0.0%
9.0
1
0.0%
10.0
7
0.0%
12.0
11
0.0%
14.0
3
0.0%
15.0
5
0.0%
16.0
9
0.0%
18.0
4
0.0%
20.0
11
0.0%
21.0
4
0.0%
22.0
1
0.0%
23.0
1
0.0%
LARGEST VALUES
4328.0
1
0.0%
4209.0
1
0.0%
4200.0
1
0.0%
4076.0
1
0.0%
4073.0
1
0.0%
3850.0
1
0.0%
3569.0
1
0.0%
3532.0
1
0.0%
3526.0
1
0.0%
3492.0
1
0.0%
3464.0
1
0.0%
3417.0
1
0.0%
3264.0
1
0.0%
3240.0
2
0.0%
3200.0
2
0.0%
one_story_frame_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
date_erected
-0.17
one_story_frame_upr
0.16
mas_brk_garage_pri
-0.14
base_area_pri
-0.12
land_val
0.11
prior_land_val
0.10
frame_garage_pri
0.09
bld_ar
0.08
heat_ar
0.08
im_sq_ft
0.08
eff_ar
0.08
prior_tot_appr_val
0.07
zip_code
-0.07
carport_residential_uts
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cost_and_design
0.20
market_area_2_dscr
0.17
market_area_1_dscr
0.17
exterior_wall
0.14
center_code
0.13
school_dist
0.13
physical_condition
0.13
grade_adjustment
0.12
foundation_type
0.12
cond_desir_util
0.11
dscr
0.10
heating_ac
0.07
fireplace_metal_prefab
0.06
room_half_bath
0.05
MOST FREQUENT VALUES
0.0
845,506
89.7%
240.0
2,364
0.3%
288.0
1,350
0.1%
220.0
1,267
0.1%
264.0
1,252
0.1%
300.0
1,234
0.1%
200.0
1,222
0.1%
120.0
1,172
0.1%
180.0
1,118
0.1%
400.0
1,107
0.1%
144.0
1,020
0.1%
360.0
989
0.1%
280.0
949
0.1%
336.0
937
0.1%
252.0
912
0.1%
SMALLEST VALUES
0.0
845,506
89.7%
3.0
3
0.0%
4.0
2
0.0%
5.0
3
0.0%
6.0
10
0.0%
7.0
6
0.0%
8.0
23
0.0%
9.0
16
0.0%
10.0
54
0.0%
11.0
13
0.0%
12.0
199
0.0%
13.0
6
0.0%
14.0
194
0.0%
15.0
46
0.0%
16.0
293
0.0%
LARGEST VALUES
4950.0
1
0.0%
4079.0
1
0.0%
3912.0
1
0.0%
3586.0
1
0.0%
3574.0
1
0.0%
3522.0
1
0.0%
3434.0
1
0.0%
3421.0
1
0.0%
3400.0
1
0.0%
3394.0
1
0.0%
3352.0
1
0.0%
3334.0
1
0.0%
3183.0
1
0.0%
3163.0
1
0.0%
3161.0
1
0.0%
one_story_frame_upr
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter
0.28
one_story_mas_pri
0.23
fixtures_total
0.21
gross_ar
0.20
act_ar
0.20
bld_ar
0.20
heat_ar
0.20
im_sq_ft
0.20
base_area_pri
-0.19
eff_ar
0.19
room_total
0.17
fixtures_addl
0.17
one_story_frame_pri
0.16
room_full_bath
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
0.27
exterior_wall
0.26
room_half_bath
0.22
market_area_2_dscr
0.18
market_area_1_dscr
0.18
fireplace_metal_prefab
0.15
grade_adjustment
0.14
center_code
0.13
dscr
0.12
cost_and_design
0.10
cond_desir_util
0.10
heating_ac
0.08
school_dist
0.07
gunite_pool_grade
0.07
MOST FREQUENT VALUES
0.0
850,057
90.2%
420.0
4,313
0.5%
400.0
4,044
0.4%
380.0
2,558
0.3%
399.0
2,479
0.3%
440.0
2,129
0.2%
360.0
1,244
0.1%
240.0
1,187
0.1%
280.0
1,171
0.1%
418.0
1,056
0.1%
260.0
1,029
0.1%
60.0
1,009
0.1%
462.0
986
0.1%
320.0
931
0.1%
300.0
929
0.1%
SMALLEST VALUES
0.0
850,057
90.2%
4.0
13
0.0%
5.0
9
0.0%
6.0
68
0.0%
7.0
51
0.0%
8.0
142
0.0%
9.0
68
0.0%
10.0
231
0.0%
11.0
11
0.0%
12.0
504
0.1%
13.0
9
0.0%
14.0
133
0.0%
15.0
369
0.0%
16.0
322
0.0%
17.0
37
0.0%
LARGEST VALUES
3597.0
1
0.0%
3156.0
1
0.0%
3049.0
1
0.0%
2695.0
1
0.0%
2655.0
1
0.0%
2622.0
1
0.0%
2523.0
1
0.0%
2500.0
1
0.0%
2428.0
1
0.0%
2424.0
1
0.0%
2245.0
1
0.0%
2226.0
1
0.0%
2208.0
1
0.0%
2196.0
1
0.0%
2178.0
1
0.0%
one_story_mas_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
perimeter
0.36
room_total
0.33
heat_ar
0.32
im_sq_ft
0.32
bld_ar
0.32
fixtures_total
0.31
eff_ar
0.31
gross_ar
0.28
act_ar
0.28
base_area_upr
0.28
room_bedroom
0.28
fixtures_addl
0.27
base_area_pri
-0.25
gunite_pool_uts
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
story_height_index
0.41
exterior_wall
0.35
room_half_bath
0.31
grade_adjustment
0.30
market_area_1_dscr
0.28
market_area_2_dscr
0.28
dscr
0.28
gunite_pool_grade
0.22
fireplace_masonry_firebrick
0.21
school_dist
0.21
cond_desir_util
0.20
center_code
0.19
pool_spa_with_heater_grade
0.15
heating_ac
0.11
MOST FREQUENT VALUES
0.0
780,158
82.7%
240.0
1,308
0.1%
480.0
1,143
0.1%
400.0
1,131
0.1%
360.0
1,126
0.1%
420.0
1,070
0.1%
144.0
1,035
0.1%
120.0
1,029
0.1%
60.0
1,027
0.1%
112.0
955
0.1%
72.0
948
0.1%
80.0
941
0.1%
96.0
936
0.1%
440.0
867
0.1%
288.0
858
0.1%
SMALLEST VALUES
0.0
780,158
82.7%
2.0
1
0.0%
6.0
17
0.0%
7.0
1
0.0%
8.0
15
0.0%
9.0
9
0.0%
10.0
25
0.0%
11.0
2
0.0%
12.0
96
0.0%
13.0
5
0.0%
14.0
92
0.0%
15.0
74
0.0%
16.0
155
0.0%
17.0
4
0.0%
18.0
174
0.0%
LARGEST VALUES
5693.0
1
0.0%
4693.0
1
0.0%
4592.0
1
0.0%
4190.0
1
0.0%
3798.0
1
0.0%
3363.0
1
0.0%
3361.0
1
0.0%
3356.0
1
0.0%
3352.0
1
0.0%
3309.0
1
0.0%
3289.0
1
0.0%
3201.0
1
0.0%
3113.0
1
0.0%
3108.0
1
0.0%
3105.0
1
0.0%
open_frame_porch_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
act_ar
0.24
gross_ar
0.24
eff_ar
0.20
prior_tot_appr_val
0.18
bld_ar
0.18
im_sq_ft
0.18
heat_ar
0.18
base_area_pri
0.15
land_val
0.15
prior_land_val
0.15
mas_brk_garage_pri
-0.14
room_total
0.13
gunite_pool_uts
0.13
frame_garage_pri
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.18
market_area_1_dscr
0.17
market_area_2_dscr
0.17
dscr
0.17
gunite_pool_grade
0.15
fireplace_masonry_firebrick
0.13
pool_spa_with_heater_grade
0.12
fireplace_metal_prefab
0.11
exterior_wall
0.11
school_dist
0.11
room_half_bath
0.10
custom_outdoor_kitchen_grade
0.10
custom_outdoor_kitchen_uts
0.10
center_code
0.09
MOST FREQUENT VALUES
0.0
387,279
41.1%
24.0
19,598
2.1%
48.0
17,852
1.9%
60.0
17,242
1.8%
40.0
16,666
1.8%
72.0
14,974
1.6%
36.0
13,169
1.4%
120.0
12,098
1.3%
80.0
11,907
1.3%
32.0
11,274
1.2%
96.0
10,838
1.1%
30.0
10,811
1.1%
84.0
10,491
1.1%
28.0
10,083
1.1%
100.0
10,034
1.1%
SMALLEST VALUES
0.0
387,279
41.1%
1.0
1
0.0%
3.0
3
0.0%
4.0
22
0.0%
5.0
17
0.0%
6.0
94
0.0%
7.0
6
0.0%
8.0
583
0.1%
9.0
347
0.0%
10.0
387
0.0%
11.0
5
0.0%
12.0
2,882
0.3%
13.0
12
0.0%
14.0
242
0.0%
15.0
1,585
0.2%
LARGEST VALUES
3057.0
1
0.0%
3036.0
1
0.0%
2994.0
1
0.0%
2841.0
1
0.0%
2742.0
1
0.0%
2728.0
1
0.0%
2520.0
1
0.0%
2496.0
1
0.0%
2428.0
1
0.0%
2405.0
1
0.0%
2402.0
1
0.0%
2355.0
1
0.0%
2344.0
1
0.0%
2329.0
1
0.0%
2326.0
1
0.0%
open_mas_porch_pri
MISSING:
3
(0%)
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gross_ar
0.46
act_ar
0.46
eff_ar
0.44
heat_ar
0.42
bld_ar
0.42
im_sq_ft
0.42
fixtures_total
0.39
perimeter
0.37
fixtures_addl
0.35
room_full_bath
0.34
base_area_pri
0.33
room_total
0.33
prior_tot_appr_val
0.30
date_erected
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.37
dscr
0.35
market_area_1_dscr
0.28
market_area_2_dscr
0.28
room_half_bath
0.23
school_dist
0.23
center_code
0.21
exterior_wall
0.21
story_height_index
0.20
fireplace_metal_prefab
0.20
gunite_pool_grade
0.19
pool_spa_with_heater_grade
0.18
custom_outdoor_kitchen_grade
0.17
custom_outdoor_kitchen_uts
0.17
MOST FREQUENT VALUES
0.0
598,667
63.5%
24.0
19,032
2.0%
30.0
16,102
1.7%
36.0
13,541
1.4%
40.0
13,461
1.4%
28.0
11,344
1.2%
60.0
11,016
1.2%
35.0
10,182
1.1%
48.0
10,116
1.1%
32.0
9,659
1.0%
25.0
8,945
0.9%
42.0
7,721
0.8%
50.0
6,815
0.7%
20.0
6,411
0.7%
45.0
6,207
0.7%
SMALLEST VALUES
-63.0
1
0.0%
-28.0
10
0.0%
0.0
598,667
63.5%
3.0
2
0.0%
4.0
1
0.0%
5.0
11
0.0%
6.0
46
0.0%
7.0
3
0.0%
8.0
190
0.0%
9.0
89
0.0%
10.0
219
0.0%
11.0
3
0.0%
12.0
1,042
0.1%
13.0
11
0.0%
14.0
269
0.0%
LARGEST VALUES
3500.0
1
0.0%
3212.0
1
0.0%
2869.0
1
0.0%
2708.0
1
0.0%
2542.0
1
0.0%
2510.0
1
0.0%
2473.0
1
0.0%
2323.0
1
0.0%
2313.0
1
0.0%
2297.0
1
0.0%
2257.0
1
0.0%
2174.0
1
0.0%
2170.0
1
0.0%
2168.0
1
0.0%
2142.0
1
0.0%
cond_desir_util
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
Average
650,439
69%
0.077
Good
133,947
14%
0.081
Fair
89,363
9%
0.076
Very Good
38,434
4%
0.081
Poor
19,101
2%
0.070
Very Poor
5,438
1%
0.081
Excellent
5,052
1%
0.083
Unsound
1,158
0%
0.064
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cond_desir_util
PROVIDES INFORMATION ON...
physical_condition
0.49
heating_ac
0.17
foundation_type
0.13
cost_and_design
0.12
dscr
0.08
fireplace_masonry_firebrick
0.06
cracked_slab_grade
0.05
grade_adjustment
0.05
gunite_pool_grade
0.05
fireplace_metal_prefab
0.04
story_height_index
0.04
pool_spa_with_heater_grade
0.04
center_code
0.03
market_area_1_dscr
0.03

THESE FEATURES GIVE INFORMATION
ON cond_desir_util:
physical_condition
0.32
market_area_1_dscr
0.12
market_area_2_dscr
0.12
grade_adjustment
0.11
dscr
0.08
cost_and_design
0.08
center_code
0.08
school_dist
0.07
heating_ac
0.06
foundation_type
0.04
exterior_wall
0.04
fireplace_masonry_firebrick
0.03
story_height_index
0.03
fireplace_metal_prefab
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cond_desir_util
CORRELATION RATIO WITH...
date_erected
0.45
lastest_const_year
0.44
yr_remodel
0.39
fixtures_total
0.33
room_full_bath
0.33
eff_ar
0.30
heat_ar
0.30
gross_ar
0.30
im_sq_ft
0.30
act_ar
0.30
bld_ar
0.30
room_total
0.29
perimeter
0.29
room_bedroom
0.28
cost_and_design
MISSING:
794,823
(84%)
TOP CATEGORIES
yy_pct_change
(avg)
New / Rebuilt
62,583
42%
0.068
Partial
38,472
26%
0.084
Extensive
29,081
20%
0.085
Econ Misimprovement
9,075
6%
0.075
Total
8,867
6%
0.088
Condo Code 1
23
0%
0.090
Condo Code 4
8
0%
0.163
ALL
148,109
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
cost_and_design
PROVIDES INFORMATION ON...
physical_condition
0.16
custom_outdoor_kitchen_uts
0.09
custom_outdoor_kitchen_grade
0.08
cond_desir_util
0.08
frame_detached_garage_w_living_area_abov_grade
0.07
foundation_repaired_grade
0.05
story_height_index
0.05
center_code
0.04
market_area_1_dscr
0.04
market_area_2_dscr
0.04
dscr
0.03
foundation_type
0.03
school_dist
0.03
fireplace_metal_prefab
0.02

THESE FEATURES GIVE INFORMATION
ON cost_and_design:
market_area_1_dscr
0.22
market_area_2_dscr
0.22
physical_condition
0.16
center_code
0.15
cond_desir_util
0.12
school_dist
0.10
grade_adjustment
0.06
story_height_index
0.06
dscr
0.05
exterior_wall
0.05
fireplace_metal_prefab
0.02
room_half_bath
0.02
fireplace_masonry_firebrick
0.02
foundation_type
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
cost_and_design
CORRELATION RATIO WITH...
yr_remodel
0.78
prior_land_val
0.44
land_val
0.44
prior_tot_appr_val
0.43
date_erected
0.40
lastest_const_year
0.32
fixtures_total
0.30
fixtures_addl
0.29
room_full_bath
0.26
base_area_upr
0.25
perimeter
0.25
bld_ar
0.23
heat_ar
0.23
im_sq_ft
0.23
exterior_wall
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
Brick / Veneer
444,318
47%
0.080
Frame / Concrete Blk
282,468
30%
0.077
Brick / Masonry
98,108
10%
0.076
Aluminum / Vinyl
38,383
4%
0.077
Stucco
29,587
3%
0.061
Shake Shingle
19,902
2%
0.085
Asbestos
18,402
2%
0.073
Stone
11,762
1%
0.064
Metal, Light
1
0%
0.000
Frame / Res Stucco
1
0%
0.100
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
exterior_wall
PROVIDES INFORMATION ON...
foundation_type
0.22
heating_ac
0.20
story_height_index
0.20
custom_outdoor_kitchen_uts
0.17
dscr
0.15
custom_outdoor_kitchen_grade
0.15
room_half_bath
0.10
grade_adjustment
0.10
basic_outdoor_kitchen_grade
0.07
fireplace_metal_prefab
0.06
pool_spa_with_heater_grade
0.05
fireplace_masonry_firebrick
0.05
gunite_pool_grade
0.05
center_code
0.05

THESE FEATURES GIVE INFORMATION
ON exterior_wall:
grade_adjustment
0.14
market_area_1_dscr
0.12
market_area_2_dscr
0.12
dscr
0.11
story_height_index
0.11
center_code
0.08
school_dist
0.06
heating_ac
0.06
foundation_type
0.05
room_half_bath
0.05
fireplace_metal_prefab
0.03
cond_desir_util
0.03
cost_and_design
0.02
fireplace_masonry_firebrick
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
exterior_wall
CORRELATION RATIO WITH...
fixtures_total
0.48
perimeter
0.46
room_full_bath
0.46
base_area_upr
0.44
date_erected
0.44
gross_ar
0.43
act_ar
0.43
base_area_pri
0.42
eff_ar
0.42
heat_ar
0.42
im_sq_ft
0.42
bld_ar
0.42
lastest_const_year
0.41
prior_tot_appr_val
0.40
foundation_type
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
Slab
852,061
90%
0.078
Crawl Space
89,633
10%
0.078
Full Basement
637
0%
0.064
Partial Basement
601
0%
0.067
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
foundation_type
PROVIDES INFORMATION ON...
heating_ac
0.21
dscr
0.12
grade_adjustment
0.07
exterior_wall
0.05
physical_condition
0.05
cond_desir_util
0.04
fireplace_metal_prefab
0.04
center_code
0.03
market_area_1_dscr
0.03
market_area_2_dscr
0.03
school_dist
0.03
room_half_bath
0.03
frame_detached_garage_w_living_area_abov_grade
0.02
foundation_repaired_grade
0.02

THESE FEATURES GIVE INFORMATION
ON foundation_type:
grade_adjustment
0.42
dscr
0.38
market_area_1_dscr
0.37
market_area_2_dscr
0.37
heating_ac
0.26
center_code
0.25
exterior_wall
0.22
school_dist
0.21
cond_desir_util
0.13
physical_condition
0.10
fireplace_metal_prefab
0.09
room_half_bath
0.06
story_height_index
0.04
cost_and_design
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
foundation_type
CORRELATION RATIO WITH...
date_erected
0.50
lastest_const_year
0.38
mas_brk_garage_pri
0.32
room_bedroom
0.31
room_full_bath
0.29
fixtures_total
0.28
act_ar
0.27
gross_ar
0.27
perimeter
0.25
eff_ar
0.25
room_total
0.25
heat_ar
0.23
im_sq_ft
0.23
bld_ar
0.22
grade_adjustment
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
C
329,901
35%
0.086
C+
194,497
21%
0.079
B-
90,759
10%
0.075
B
77,497
8%
0.067
C-
69,086
7%
0.086
B+
46,897
5%
0.054
D
36,647
4%
0.077
D+
26,272
3%
0.079
A-
19,940
2%
0.056
A
16,922
2%
0.057
A+
13,187
1%
0.056
D-
10,269
1%
0.088
X-
4,829
1%
0.063
X
2,584
0%
0.066
E
1,680
0%
0.077
E+
1,151
0%
0.080
X+
595
0%
0.065
E-
219
0%
0.076
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
grade_adjustment
PROVIDES INFORMATION ON...
dscr
0.93
foundation_type
0.42
heating_ac
0.38
custom_outdoor_kitchen_uts
0.36
custom_outdoor_kitchen_grade
0.31
pool_spa_with_heater_grade
0.19
story_height_index
0.19
gunite_pool_grade
0.18
room_half_bath
0.18
basic_outdoor_kitchen_grade
0.15
exterior_wall
0.14
cond_desir_util
0.11
market_area_1_dscr
0.10
market_area_2_dscr
0.10

THESE FEATURES GIVE INFORMATION
ON grade_adjustment:
dscr
0.48
market_area_1_dscr
0.20
market_area_2_dscr
0.20
center_code
0.10
exterior_wall
0.10
school_dist
0.08
heating_ac
0.07
story_height_index
0.07
foundation_type
0.07
room_half_bath
0.06
cond_desir_util
0.05
fireplace_metal_prefab
0.03
gunite_pool_grade
0.03
fireplace_masonry_firebrick
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
CORRELATION RATIO WITH...
eff_ar
0.82
heat_ar
0.81
im_sq_ft
0.81
bld_ar
0.81
gross_ar
0.81
act_ar
0.81
prior_tot_appr_val
0.80
fixtures_total
0.80
perimeter
0.77
room_full_bath
0.73
fixtures_addl
0.70
room_total
0.66
base_area_upr
0.60
date_erected
0.57
heating_ac
MISSING:
1
(0%)
TOP CATEGORIES
yy_pct_change
(avg)
Central Heat/AC
845,479
90%
0.077
None
75,961
8%
0.081
Central Heat
19,876
2%
0.084
A/C Only
1,615
0%
0.070
ALL
942,931
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
heating_ac
PROVIDES INFORMATION ON...
foundation_type
0.26
dscr
0.11
grade_adjustment
0.07
cond_desir_util
0.06
physical_condition
0.06
fireplace_metal_prefab
0.06
exterior_wall
0.06
story_height_index
0.05
room_half_bath
0.04
center_code
0.04
market_area_1_dscr
0.03
market_area_2_dscr
0.03
school_dist
0.03
cracked_slab_grade
0.03

THESE FEATURES GIVE INFORMATION
ON heating_ac:
grade_adjustment
0.38
dscr
0.30
market_area_1_dscr
0.30
market_area_2_dscr
0.30
center_code
0.23
foundation_type
0.21
exterior_wall
0.20
school_dist
0.17
cond_desir_util
0.17
physical_condition
0.11
fireplace_metal_prefab
0.10
story_height_index
0.09
room_half_bath
0.08
fireplace_masonry_firebrick
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
heating_ac
CORRELATION RATIO WITH...
lastest_const_year
0.50
date_erected
0.50
room_full_bath
0.42
fixtures_total
0.39
gross_ar
0.34
act_ar
0.34
room_bedroom
0.34
eff_ar
0.34
perimeter
0.32
heat_ar
0.32
im_sq_ft
0.32
room_total
0.32
bld_ar
0.32
mas_brk_garage_pri
0.31
physical_condition
MISSING:
---
TOP CATEGORIES
yy_pct_change
(avg)
Average
784,268
83%
0.077
Good
78,759
8%
0.084
Fair
46,717
5%
0.078
Very Good
14,419
2%
0.092
Poor
10,822
1%
0.073
Excellent
5,139
1%
0.089
Very Poor
1,848
0%
0.085
Unsound
960
0%
0.069
ALL
942,932
100%
0.078
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
physical_condition
PROVIDES INFORMATION ON...
cond_desir_util
0.32
cost_and_design
0.16
heating_ac
0.11
foundation_type
0.10
cracked_slab_grade
0.04
dscr
0.04
fireplace_metal_prefab
0.03
foundation_repaired_grade
0.03
grade_adjustment
0.03
fireplace_masonry_firebrick
0.02
story_height_index
0.02
gunite_pool_grade
0.02
center_code
0.02
reinforced_concrete_pool_grade
0.02

THESE FEATURES GIVE INFORMATION
ON physical_condition:
cond_desir_util
0.49
cost_and_design
0.16
market_area_1_dscr
0.10
market_area_2_dscr
0.10
grade_adjustment
0.08
center_code
0.07
dscr
0.06
heating_ac
0.06
school_dist
0.06
foundation_type
0.05
exterior_wall
0.03
fireplace_metal_prefab
0.03
story_height_index
0.02
fireplace_masonry_firebrick
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
physical_condition
CORRELATION RATIO WITH...
yr_remodel
0.50
date_erected
0.40
lastest_const_year
0.35
room_full_bath
0.24
fixtures_total
0.24
mas_brk_garage_pri
0.21
gross_ar
0.21
act_ar
0.21
eff_ar
0.20
room_bedroom
0.20
land_val
0.20
prior_land_val
0.20
perimeter
0.20
heat_ar
0.20
lastest_const_year
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
yr_remodel
1.00
date_erected
0.83
fixtures_total
0.58
fixtures_addl
0.53
room_full_bath
0.52
perimeter
0.48
eff_ar
0.45
gross_ar
0.45
act_ar
0.45
heat_ar
0.45
im_sq_ft
0.45
bld_ar
0.44
base_area_upr
0.42
room_total
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_adjustment
0.55
market_area_2_dscr
0.54
market_area_1_dscr
0.54
heating_ac
0.50
dscr
0.48
center_code
0.47
cond_desir_util
0.44
story_height_index
0.43
school_dist
0.42
exterior_wall
0.41
foundation_type
0.38
physical_condition
0.35
fireplace_metal_prefab
0.34
room_half_bath
0.32
MOST FREQUENT VALUES
2006.0
33,463
3.5%
2005.0
30,600
3.2%
1983.0
27,647
2.9%
2003.0
27,597
2.9%
2004.0
27,151
2.9%
1978.0
24,705
2.6%
2002.0
24,607
2.6%
2007.0
24,445
2.6%
1950.0
22,751
2.4%
1979.0
21,355
2.3%
1982.0
21,178
2.2%
2001.0
21,041
2.2%
1977.0
20,199
2.1%
2000.0
19,413
2.1%
2013.0
19,335
2.1%
SMALLEST VALUES
1830.0
1
0.0%
1840.0
1
0.0%
1849.0
1
0.0%
1857.0
1
0.0%
1860.0
1
0.0%
1871.0
1
0.0%
1873.0
1
0.0%
1877.0
1
0.0%
1880.0
4
0.0%
1883.0
4
0.0%
1885.0
3
0.0%
1886.0
1
0.0%
1887.0
1
0.0%
1888.0
1
0.0%
1889.0
1
0.0%
LARGEST VALUES
2014.0
18,072
1.9%
2013.0
19,335
2.1%
2012.0
18,186
1.9%
2011.0
14,789
1.6%
2010.0
16,156
1.7%
2009.0
10,781
1.1%
2008.0
18,717
2.0%
2007.0
24,445
2.6%
2006.0
33,463
3.5%
2005.0
30,600
3.2%
2004.0
27,151
2.9%
2003.0
27,597
2.9%
2002.0
24,607
2.6%
2001.0
21,041
2.2%
2000.0
19,413
2.1%